WO2021163970A1 - Short message pushing method and apparatus, server, and storage medium - Google Patents
Short message pushing method and apparatus, server, and storage medium Download PDFInfo
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- WO2021163970A1 WO2021163970A1 PCT/CN2020/076060 CN2020076060W WO2021163970A1 WO 2021163970 A1 WO2021163970 A1 WO 2021163970A1 CN 2020076060 W CN2020076060 W CN 2020076060W WO 2021163970 A1 WO2021163970 A1 WO 2021163970A1
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- This application relates to the field of computer technology, and more specifically, to a short message push method, device, server, and storage medium.
- this application proposes a short message push method, device, server and storage medium to improve the above problems.
- this application provides a short message push method.
- the method includes: obtaining a short message to be pushed and push demand information matching the short message to be pushed; determining a first target user group based on the push demand information;
- the user portrait divides the first target user group to obtain a plurality of second target user groups; according to the respective characteristic information of the plurality of second target user groups, push all the information to the plurality of second target user groups. Describe the push message.
- this application provides a short message pushing device, the device includes: an information acquiring unit for acquiring a short message to be pushed and pushing demand information matching the short message to be pushed; a first user determining unit for The first target user group is determined based on the push demand information; the second user determination unit is used to divide the first target user group based on the user portrait to obtain multiple second target user groups; the short message push unit is used to Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- the present application provides a server including a processor and a memory; one or more programs are stored in the memory and configured to be executed by the processor to implement the above method.
- the present application provides a computer-readable storage medium in which program code is stored, wherein the above-mentioned method is executed when the program code is run by a processor.
- the short message push method, device, server and storage medium provided in this application will determine the first target user group based on the push demand information after acquiring the short message to be pushed and the push demand information matching the short message to be pushed, Furthermore, the first target user group is divided based on the user portrait to obtain a plurality of second target user groups, and then according to the respective characteristic information of the plurality of second target user groups, the plurality of second target users The group pushes the short message to be pushed. Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group.
- the user portraits are divided to obtain multiple second target user groups, and then text messages are sent according to the respective characteristic information of the second target user groups, so as to further improve the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
- Figure 1 shows a flow chart of a short message push method proposed in an embodiment of the present application
- FIG. 2 shows a flowchart of a short message push method proposed in another embodiment of the present application
- FIG. 3 shows a flowchart of a short message push method proposed in another embodiment of the present application
- FIG. 4 shows a flowchart of a short message push method proposed in another embodiment of the present application
- FIG. 5 shows a flowchart of a short message push method proposed by another embodiment of the present application.
- FIG. 6 shows a structural block diagram of a short message pushing device proposed in an embodiment of the present application
- FIG. 7 shows a structural block diagram of a short message pushing device proposed by another embodiment of the present application.
- FIG. 8 shows a structural block diagram of a short message pushing device proposed by another embodiment of the present application.
- FIG. 9 shows a structural block diagram of another electronic device of the present application for executing the short message push method according to an embodiment of the present application.
- Fig. 10 is a storage unit for storing or carrying program code for implementing the short message pushing method according to the embodiment of the present application according to an embodiment of the present application.
- User portrait is a very popular research direction in related fields.
- user portraits that is, user portraits of users
- user portrait tags of related users can be generated, so that user characteristics can be more comprehensively understood.
- the user portrait label is generated, the user can be more targeted to push appropriate content, which can reduce the push operation cost.
- the generated user portrait tag may indicate that the user likes sports, the user likes to eat rice, and the user likes to watch sports games. Then in this case, when pushing a message to the user, a message matching the user's portrait can be pushed.
- a message matching the user's portrait can be pushed.
- the user is using an ordering application, he can push more information about rice.
- a video application he can push more video content about sports games.
- different user groups have different preferences for the content style or layout format of the short message. For example, young people may tend to have more relaxed and funny copywriting, and adding sweepstakes can increase their participation, while middle-aged people may prefer more concise and powerful copywriting and do not like to participate in overly complex activities.
- different content styles or layout formats are not adopted for different user groups.
- the inventor proposes the short message push method, device, server, and storage medium provided in this application. After obtaining the short message to be pushed and the push demand information matching the short message to be pushed, the first message will be determined based on the push demand information. Target user groups, and then divide the first target user groups based on user portraits to obtain a plurality of second target user groups, and then, according to the respective characteristic information of the plurality of second target user groups, respectively report to the plurality of second target user groups The second target user group pushes the short message to be pushed.
- this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group.
- the user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
- a short message push method provided by an embodiment of the present application is applied to a short message push platform, and the method includes:
- S110 Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
- the short message to be pushed is a short message to be sent to the user.
- the short message to be pushed can be generated by the sender that needs to send the short message and then delivered to the short message pushing platform, so that the short message pushing platform can obtain the short message to be pushed.
- merchant A expects to send a short message for product listing.
- the sender bound to merchant A can first generate a short message for product listing, and then send the short message for product listing to the short message push platform. After the short message of the product listing sent by the bound sender, the short message of the product listing will be regarded as the short message to be pushed.
- the short message to be pushed can be automatically generated by the short message push platform.
- the short message to be pushed can be automatically generated by the short message push platform after detecting a specified event trigger.
- the specified event may be a timed expiration event.
- merchant A currently has a new product on the market, and merchant A expects to regularly push SMS to related users to introduce the product after the product is launched.
- the sender corresponding to merchant A can send to the SMS push platform A short message periodically sends an event generation request, and the corresponding short message content is set.
- the short message push platform can generate a periodical sending event and store the corresponding short message content after receiving the periodic sending event generation request.
- the SMS push platform After the SMS push platform detects that the periodic sending event is triggered, it can generate the SMS to be sent, and when the periodic sending event is triggered, the content of the generated SMS to be sent is the aforementioned set corresponding SMS content.
- the regular SMS sending event set by merchant A is to send SMS once every week, and the corresponding SMS content is set to "Product A is already on the market”, then the SMS push platform will generate a periodic sending event that sends SMS once every week. After that, you can trigger the generation of a to-be-sent short message every week, and the content of the generated short-message to be sent is "Product A is already on the market".
- the push demand information characterizes which users the short message to be pushed needs to be pushed to. It can also be said that the push demand information characterizes the push target of the short message to be pushed.
- the push requirement information may be input by the person who wishes to send the short message, or it may be automatically identified by the short message push platform according to the information to be pushed.
- the push demand information that can be input here can be male.
- the push demand information that can be input here may be that the area is a user in the designated area.
- S120 Determine a first target user group based on the push demand information.
- the push demand information characterizes which users the short message to be pushed needs to be pushed to. It can also be said that the push demand information characterizes the push target of the short message to be pushed.
- the short message push platform obtains the push demand information, it can Obtain the corresponding first target user group. For example, if the identified push demand information is interested in 5G. As a way, it is possible to traverse the hobbies of each user, and then use users whose hobbies and hobbies match with 5G as the first target user group.
- the first target user group includes all users who need to push short messages, and users in the first target user group have their own characteristics.
- the first target user group can be divided based on user portraits to obtain multiple second target user groups, which can then be targeted respectively Each second target user group carries out SMS push.
- the first target user group is users who are all interested in 5G.
- some users are students, and some users may be social and workplace personnel.
- some of the users who are interested in 5G are young people, and some may be middle-aged and elderly people.
- the user profile used may include occupation, age, and short message habit checking time.
- S140 Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- the characteristic information of each of the multiple second target user groups may include characteristics such as occupation, age, and short message habit checking time. Among them, according to the respective characteristic information of multiple second target user groups, when the substance of the short message sent to each user is the same, different typesetting methods, or expression methods, or even targeted ones can be configured. Select the time to push the SMS.
- feature information such as occupation, age, and SMS habit checking time is only exemplary, and more feature information may also be included. For example, gender and the like can also be included.
- the short message push method provided in this application, after obtaining the short message to be pushed and the push demand information matching the short message to be pushed, determines the first target user group based on the push demand information, and then compares the message based on the user portrait.
- the first target user group is divided to obtain a plurality of second target user groups, and then the to-be-pushed short messages are pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups . Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group.
- the user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
- a short message push method provided by an embodiment of the present application is applied to a short message push platform, and the method includes:
- S210 Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
- S220 Acquire associated demand information associated with the push demand information.
- the determined push demand information is a 5G mobile phone
- users interested in 5G base stations or 5G mobile communication networks may also be interested in 5G mobile phones, and even users interested in 5G car networking will also be interested in 5G mobile phones. interested.
- the push demand information is for a mobile phone promotion of a certain brand, then users who are interested in other electronic devices of this brand may also be interested in the promoted mobile phone.
- the obtaining the associated demand information associated with the push demand information includes: acquiring the keywords included in the push demand information; and using the demand information including the words associated with the keywords as the demand information Associate demand information.
- the SMS push platform can split the text of the SMS to be pushed to obtain multiple split words, and then based on semantic analysis, the multiple split words can express the core purpose of the SMS to be pushed As keywords.
- a keyword corpus can be established in advance, and after multiple split words are obtained, the multiple split words Match the words in the keyword corpus, and confirm the words that can be successfully matched to the corresponding content in the keyword corpus as words that can express the core purpose of the short message to be pushed.
- a successful match to the corresponding content can be understood as a match to a word with the same content.
- the words obtained after the split include product A, soon to be launched, and to be launched.
- product A is included in the pre-established keyword corpus, but not including upcoming and launching, then for product A, words with the same content can be matched, and then it can be determined that the words that match the corresponding content successfully, and for upcoming and launching It is determined that the word of the corresponding content cannot be matched.
- the words that express the entity meaning in the multiple split words can be used as words that can express the core purpose of the short message to be pushed.
- words that express the meaning of entities can be understood as words that can express specific physical products, for example, words that have the meaning of physical products such as mobile phones, tablet computers, and computers.
- the entity vocabulary database can be established in advance. After multiple split words are obtained, the multiple split words are matched with the words in the entity vocabulary database, and the words that can be successfully matched are used as Words with substantive meaning. Among them, successful matching can be understood as matching words with the same content.
- the keyword corpus and the entity vocabulary database are respectively generated based on the foregoing two methods, and in further research, it can be found that the words in these two databases may have repetitions.
- the same words may be successfully matched in the two databases, so as a way to improve the efficiency of identifying the words that can express the core purpose of the SMS to be pushed, you can first check the matching success rate of the two databases.
- the SMS push platform can count the matching success rates of the two libraries in real time and store them.
- the SMS detects words that need to express the core purpose of the SMS to be pushed it can first read the matching success rates of the two libraries and store them. Make comparisons, and then select the corresponding library with a higher matching success rate to identify words that can express the core purpose of the SMS to be pushed.
- the keywords can be searched in the established demand information database, and demand information that also includes the keywords is used as the associated demand information associated with the push demand information. For example, if the identified keyword in the short message to be sent is 5G, then the demand information that also includes 5G may be used as the associated demand information associated with the push demand information.
- the acquiring associated demand information associated with the push demand information includes: acquiring the associated identifier corresponding to the push demand information; The requirement information of the association identifier is used as the associated requirement information associated with the push requirement information.
- the method further includes: performing content identification on the stored demand information; Association ID.
- the keyword "5G” is included for 5G, 5G mobile phones, and 5G Internet of Vehicles, so the corresponding associated identifiers of 5G, 5G mobile phones, and 5G demand information are the same.
- S230 Determine the first target user group based on the push demand information and the associated demand information.
- the determining the first target user group based on the push demand information and the associated demand information includes: acquiring user interest information, and acquiring corresponding interest information that matches the push demand information And the corresponding users whose interest information matches the associated demand information as the first target user group.
- the interest information of each user before acquiring the interest information of each user, it also includes: calculating the user's interest information based on the user's behavior data, storing the interest information in a designated storage area, and acquiring each user's interest information.
- the interest information includes: reading and storing the user's interest information from the designated storage area.
- S240 Divide the first target user group based on the user portrait to obtain multiple second target user groups.
- S250 Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- This application provides a short message push method, which realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and Among them, the first user group will continue to divide based on user portraits to obtain multiple second target user groups, and then send short messages according to the respective characteristic information of the second target user groups, so as to further improve the pertinence of sending short messages. Conducive to increase the conversion rate of SMS.
- a short message push method provided by an embodiment of the present application, the method includes:
- S310 Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
- S320 Determine a first target user group based on the push demand information.
- S330 Divide the first target user group based on the user portrait to obtain multiple second target user groups.
- S340 Determine the short message feature corresponding to each of the multiple second target user groups according to the respective feature information of the multiple second target user groups.
- the short message feature includes at least one of the following feature information: message content typesetting information; whether the short message content carries associated content information; and short message sending time information.
- message content typesetting information may have different preferences for text messages.
- users of different identities or different ages may have different preferences for text messages.
- the respective characteristic information of the second target user group it is possible to determine the respective SMS characteristics of multiple second target user groups.
- the substantive content of the short messages respectively sent to the multiple second target user groups are the same, but the expression method or the sending time will be different.
- the text content of the short message can be replaced with dynamic text or text of different colors to attract young users to read, while for elderly users, the font of the text can be enlarged to facilitate reading by elderly users.
- users who are inconvenient to read short messages during working hours can be configured to push short messages during the rest time.
- the typesetting information of the short message content can be understood as typesetting information such as the text color and format of the short message.
- Whether the content of the short message carries related content information can be understood as whether or not the content associated with the keywords of the original short message to be pushed will be added to the short message.
- the related content can be information about mobile phone-related electronic products such as mobile phone headsets or power banks.
- the moment when the short message is sent can be understood as the moment when the short message push platform pushes the short message to the user.
- the determining the short message characteristics corresponding to each of the plurality of second target user groups according to the respective characteristic information of the plurality of second target user groups includes: obtaining the binding of the sending end of the short message to be pushed. Determine the account level; according to the respective feature information of the multiple second target user groups and the level, determine the SMS feature corresponding to each of the multiple second target user groups, wherein the higher the level is, the corresponding SMS feature The more feature information is included.
- the merchant corresponding to the sender may need to have more behaviors to improve the level of their account in order to improve the SMS Push the revenue of the platform or the stickiness of the merchant user.
- more behaviors can include recharging or increasing the duration of use.
- the short message characteristics corresponding to each of the multiple second target user groups include one of short message content typesetting information, whether the short message content carries related content information, and short message sending time information.
- the short message characteristics corresponding to each of the multiple second target user groups include short message content typesetting information, whether the short message content carries related content information, and the short message sending time Two of the information.
- the SMS characteristics corresponding to each of the multiple second target user groups include text message content typesetting information, whether the text message content carries related content information, and the time when the text message is sent Three of the messages.
- S350 Push the short messages to be pushed to the plurality of second target user groups respectively based on the characteristics of the short messages corresponding to each of the plurality of second target user groups.
- This application provides a short message push method, which realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and Among them, the first user group will continue to divide based on user portraits to obtain multiple second target user groups, and then send short messages according to the respective characteristic information of the second target user groups, so as to further improve the pertinence of sending short messages. Conducive to increase the conversion rate of SMS. Moreover, in this embodiment, when sending short messages for the respective characteristic information of the second target user groups, the corresponding short message characteristics of the multiple second target user groups will be determined, and then based on the respective characteristics of the second target user groups. Corresponding short message features, push the to-be-push short messages to the multiple second target user groups respectively, which is beneficial to improve the acceptance of the received short messages by different second target user groups, so as to further improve the SMS performance Conversion rates.
- a short message push method provided by an embodiment of the present application, the method includes:
- S410 Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
- S420 Determine a first target user group based on the pushing demand information.
- S430 Obtain the level of the account bound to the sender that sends the short message to be pushed.
- S450 If the level does not meet the level threshold, directly send the short message to be pushed to the first target user group.
- sending the short message to be pushed directly to the first target user group can be understood as the typesetting information of the short message content of the short message to be sent sent to users in the first target user group, and whether the content of the short message carries related content information And the information of the time when the short message is sent is the same, and users with different user portraits are not distinguished.
- S460 If the level meets the level threshold, divide the first target user group based on the user portrait to obtain multiple second target user groups.
- S470 Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- This application provides a short message push method, which realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and
- the first user group will continue to be divided based on the user portrait to obtain multiple second target user groups, and then target the second user groups respectively.
- the characteristic information of the target user groups is sent through short messages, so as to further improve the pertinence of sending short messages, so as to help improve the conversion rate of short messages.
- a short message push method provided by an embodiment of the present application, the method includes:
- S540 Use the identified keyword as the push demand information matching the short message to be pushed.
- S560 Determine a first target user group based on the push demand information.
- S570 Divide the first target user group based on the user portrait to obtain multiple second target user groups.
- S580 Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- the feedback situation includes at least one of a conversion rate and a reading rate of the short messages, wherein the conversion rate is the ratio of the number of short messages that trigger profitable behavior to the number of all pushed short messages, The reading rate is the ratio of the number of read short messages to the number of all pushed short messages.
- the short message pushing platform can determine the overall feedback of the first target user group on the pushed short messages by calculating the reading rate and the conversion rate.
- the reading rate may reflect the reading situation of the pushed short messages by users in the first target user group. It is understandable that when a terminal user receives a pushed short message, if it can open the pushed short message for reading, then it is more likely to trigger further behaviors related to the pushed short message content.
- the terminal device used by the user (for example, the user in the first target user group) is configured with a data burying point for data monitoring, and then the reading of the pushed short message is detected through the data burying point.
- the short message display on the terminal device can be performed by a designated program (for example, the client corresponding to the third-party information push terminal or the client corresponding to the short message push platform, or the short message display program that comes with the terminal device ) Is completed, and the designated program can be an independent client program or a plug-in embedded in a certain client program.
- the aforementioned data burying point for data monitoring can be directly configured in the same client as the specified program. In this case, the data burying point for data monitoring can detect its own location.
- the information display plug-in on the client side loads the information content to obtain whether the user has read the pushed short message.
- the content of the short message sent to the terminal device to which the user of the first target user group belongs is "product A will be launched on a month and b, and the introduction information of product A”.
- the data burying point can obtain in advance that the content of the short message is the aforementioned "product A will be launched on a month and b, and the introduction information of product A”.
- the data burying point can detect the content of the short message loaded by the information display plug-in in the client where it is located.
- the data burying point for data monitoring may not be in the same client terminal as the designated program for information push. Then in this case, the data burying point cannot detect whether the user has read the pushed short message by detecting the content loaded by the information display plug-in. So as a way, in the case that the data burying point for data monitoring and the designated program for information push are not in the same client, the data burying point can detect whether the user is running by detecting the operation of the client for displaying the pushed SMS I have read the push message. In this case, in addition to obtaining the content of the pushed short message itself in advance, the data burying point for data monitoring can also obtain the identification of the client that displays the pushed short message.
- the content of the pushed short message sent to the first target user group is "XX sports competition is about to open"
- the data burying point for data monitoring can not only obtain the content of the pushed short message, but also obtain The pushed short message is pushed by client A.
- the operation of client A can be detected.
- detecting the client A may include detecting the content displayed by the terminal device when it is detected that the client A is running in the foreground.
- the short message push method after obtaining the short message to be pushed and the push demand information matching the short message to be pushed, determines the first target user group based on the push demand information, and then compares the message based on the user portrait.
- the first target user group is divided to obtain a plurality of second target user groups, and then the to-be-pushed short messages are pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups .
- the push demand information can be manually input by the user or the manager, and in the case that the user or the manager does not manually input, the content of the short message to be pushed can also be identified to obtain the push demand information.
- this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group.
- the user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
- a short message pushing device 600 provided by an embodiment of the present application, and the device 600 includes:
- the information acquiring unit 610 is configured to acquire the short message to be pushed and the push demand information matching the short message to be pushed.
- the first user determining unit 620 is configured to determine a first target user group based on the pushing demand information. As a manner, the first user determining unit 620 is specifically configured to obtain associated demand information associated with the push demand information; and determine the first target user group based on the push demand information and the associated demand information.
- the first user determination unit 620 is specifically configured to obtain user interest information; obtain corresponding users whose interest information matches the push demand information, and corresponding users whose interest information matches associated demand information As the first target user group. In this manner, as shown in FIG.
- the device further includes a user information obtaining unit 621, configured to calculate the user's interest information based on the user's behavior data; and store the interest information in a designated storage area.
- the first user determining unit 620 is specifically configured to read the stored interest information of the user from the designated storage area.
- the first user determining unit 620 is specifically configured to obtain keywords included in the push demand information, and use demand information including words associated with the keywords as the associated demand information.
- the first user determination unit 620 is specifically configured to obtain the associated identification corresponding to the push demand information, and use the demand information corresponding to the associated identification as the associated demand information associated with the push demand information.
- the device 600 further includes an association identification adding unit 622, which is used to identify the content of the stored demand information; configure the same association for identifying the demand information that includes associated content logo.
- the second user determining unit 630 is configured to divide the first target user group based on the user portrait to obtain multiple second target user groups.
- the short message pushing unit 640 is configured to push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- the short message pushing unit 640 is specifically configured to determine the short message characteristics corresponding to each of the plurality of second target user groups according to the respective characteristic information of the plurality of second target user groups; based on the plurality of second target user groups Each corresponding short message feature pushes the to-be-push short message to the multiple second target user groups.
- the short message feature includes at least one of the following feature information: message content typesetting information; whether the short message content carries associated content information; and short message sending time information.
- the second user determination unit 630 is configured to obtain the level of the account bound to the sender sending the short message to be pushed; according to the respective characteristic information of the plurality of second target user groups and the level, The short message features corresponding to each of the multiple second target user groups are determined, wherein the higher the level, the greater the number of feature information included in the short message feature.
- the short message characteristics corresponding to each of the multiple second target user groups include one of short message content typesetting information, whether the short message content carries related content information, and short message sending time information.
- the respective short message characteristics corresponding to the multiple second target user groups include text message content typesetting information, whether the text message content carries related content information, and two of the short message sending time information. indivual. If the level is a third level higher than the second level, the corresponding short message characteristics of the multiple second target user groups include three types of short message content typesetting information, whether the short message content carries related content information, and short message sending time information. indivual.
- the second user determination unit 630 is further configured to obtain the level of the account bound to the sender sending the short message to be pushed, and if the level meets the level threshold, perform the user portrait-based comparison of the first user profile.
- One target user group is divided to obtain multiple second target user groups. If the level does not meet the level threshold, the short message pushing unit 640 directly sends the short message to be pushed to the first target user group.
- the information obtaining unit 610 is specifically configured to obtain the short message to be pushed; perform content identification on the short message to be pushed; and use the identified keywords as the push demand information matching the short message to be pushed.
- the information acquisition unit 610 is also specifically configured to detect whether there is input push demand information; if it recognizes that there is no push demand information input, execute the content identification of the short message to be pushed; if it recognizes If there is input push demand information, the input push demand information is used as push demand information matching the short message to be pushed.
- an embodiment of the present application also provides another electronic device 200 including a processor 102 that can execute the foregoing short message pushing method.
- the electronic device 200 further includes a memory 104 and a network module 106.
- the memory 104 stores a program that can execute the content in the foregoing embodiment, and the processor 102 can execute the program stored in the memory 104.
- the processor 102 uses various interfaces and lines to connect various parts of the entire electronic device 200, by running or executing instructions, programs, code sets, or instruction sets stored in the memory 104, and calling data stored in the memory 104 , Perform various functions of the electronic device 200 and process data.
- the processor 102 may use at least one of Digital Signal Processing (DSP), Field-Programmable Gate Array (FPGA), and Programmable Logic Array (PLA).
- DSP Digital Signal Processing
- FPGA Field-Programmable Gate Array
- PDA Programmable Logic Array
- the processor 102 may be integrated with one or a combination of a central processing unit (CPU), a graphics processing unit (GPU), a modem, and the like.
- the CPU mainly processes the operating system, user interface, and application programs; the GPU is used for rendering and drawing of display content; the modem is used for processing wireless communication. It is understandable that the above-mentioned modem may not be integrated into the processor 102, but may be implemented by a communication chip alone.
- the memory 104 may include random access memory (RAM) or read-only memory (Read-Only Memory).
- the memory 104 may be used to store instructions, programs, codes, code sets or instruction sets.
- the memory 104 may include a storage program area and a storage data area, where the storage program area may store instructions for implementing the operating system and instructions for implementing at least one function (such as touch function, sound playback function, image playback function, etc.) , Instructions used to implement the following various method embodiments, etc.
- the data storage area can also store data (such as phone book, audio and video data, chat record data) created by the terminal 100 during use.
- the network module 106 is used to receive and send electromagnetic waves, and realize the mutual conversion between electromagnetic waves and electrical signals, so as to communicate with a communication network or other devices, such as with an audio playback device.
- the network module 106 may include various existing circuit elements for performing these functions, for example, an antenna, a radio frequency transceiver, a digital signal processor, an encryption/decryption chip, a subscriber identity module (SIM) card, a memory, etc. .
- SIM subscriber identity module
- the network module 106 can communicate with various networks, such as the Internet, an intranet, and a wireless network, or communicate with other devices through a wireless network.
- the aforementioned wireless network may include a cellular telephone network, a wireless local area network, or a metropolitan area network.
- the network module 106 can exchange information with the base station.
- the electronic device 200 may be a server that executes the foregoing method embodiments.
- FIG. 10 shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application.
- the computer-readable medium 1100 stores program code, and the program code can be invoked by a processor to execute the method described in the foregoing method embodiment.
- the computer-readable storage medium 1100 may be an electronic memory such as flash memory, EEPROM (Electrically Erasable Programmable Read Only Memory), EPROM, hard disk, or ROM.
- the computer-readable storage medium 1100 includes a non-transitory computer-readable storage medium.
- the computer-readable storage medium 1100 has a storage space for executing the program code 810 of any method step in the above-mentioned method. These program codes can be read from or written into one or more computer program products.
- the program code 1110 may be compressed in an appropriate form, for example.
- the short message push method, device, server and storage medium provided by this application will determine the first message based on the push demand information after acquiring the short message to be pushed and the push demand information matching the short message to be pushed.
- a target user group and then divide the first target user group based on the user portrait to obtain a plurality of second target user groups, and then, according to the respective characteristic information of the plurality of second target user groups, report to the plurality of A second target user group pushes the short message to be pushed.
- this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group.
- the user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
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Abstract
Disclosed in embodiments of the present application are a short message pushing method and apparatus, a server, and a storage medium. The method comprises: obtaining a short message to be pushed and push demand information matched with said short message; determining a first target user group on the basis of the push demand information; dividing the first target user group on the basis of user profiles to obtain a plurality of second target user groups; and respectively pushing said short message to the plurality of second target user groups according to respective feature information of the plurality of second target user groups. Therefore, by means of the method, according to push demand information matched with a short message to be sent, a first user group to receive said short message is circled, then, the first user group is divided on the basis of user profiles to obtain a plurality of second target user groups, and said message is sent on the basis of respective feature information of the second target user groups, so that the targeting performance of short message transmission is further improved, and the conversion rate of a short message is increased.
Description
本申请涉及计算机技术领域,更具体地,涉及一种短信推送方法、装置、服务器及存储介质。This application relates to the field of computer technology, and more specifically, to a short message push method, device, server, and storage medium.
随着互联网业务的发展,数据也在呈现爆炸式的增长,在各行各业对数据的操作需求越来越多,例如相关的系统可以通过向用户发送短信来告知用户相关的信息。但是,在相关的短信发送方式中,还缺乏一定的针对性。With the development of Internet services, data is also showing explosive growth. There are more and more requirements for data operations in all walks of life. For example, related systems can notify users of relevant information by sending short messages to users. However, there is still a lack of specificity in the related SMS sending methods.
发明内容Summary of the invention
鉴于上述问题,本申请提出了一种短信推送方法、装置、服务器及存储介质,以改善上述问题。In view of the above problems, this application proposes a short message push method, device, server and storage medium to improve the above problems.
第一方面,本申请提供了一种短信推送方法,所述方法包括:获取待推送短信以及与所述待推送短信匹配的推送需求信息;基于所述推送需求信息确定第一目标用户群体;基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体;根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。In the first aspect, this application provides a short message push method. The method includes: obtaining a short message to be pushed and push demand information matching the short message to be pushed; determining a first target user group based on the push demand information; The user portrait divides the first target user group to obtain a plurality of second target user groups; according to the respective characteristic information of the plurality of second target user groups, push all the information to the plurality of second target user groups. Describe the push message.
第二方面,本申请提供了一种短信推送装置,所述装置包括:信息获取单元,用于获取待推送短信以及与所述待推送短信匹配的推送需求信息;第一用户确定单元,用于基于所述推送需求信息确定第一目标用户群体;第二用户确定单元,用于基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体;短信推送单元,用于根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。In a second aspect, this application provides a short message pushing device, the device includes: an information acquiring unit for acquiring a short message to be pushed and pushing demand information matching the short message to be pushed; a first user determining unit for The first target user group is determined based on the push demand information; the second user determination unit is used to divide the first target user group based on the user portrait to obtain multiple second target user groups; the short message push unit is used to Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
第三方面,本申请提供了一种服务器,包括处理器以及存储器;一个或多个程序被存储在所述存储器中并被配置为由所述处理器执行以实现上述的方法。In a third aspect, the present application provides a server including a processor and a memory; one or more programs are stored in the memory and configured to be executed by the processor to implement the above method.
第四方面,本申请提供了一种计算机可读存储介质,所述计算机可读存储介质中存储有程序代码,其中,在所述程序代码被处理器运行时执行上述的方法。In a fourth aspect, the present application provides a computer-readable storage medium in which program code is stored, wherein the above-mentioned method is executed when the program code is run by a processor.
本申请提供的一种短信推送方法、装置、服务器及存储介质,在获取待推送短信以及与所述待推送短信匹配的推送需求信息后,会基于所述推送需求信息确定第一目标用户群体,进而基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体,然后根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。从而通过该方 法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。The short message push method, device, server and storage medium provided in this application will determine the first target user group based on the push demand information after acquiring the short message to be pushed and the push demand information matching the short message to be pushed, Furthermore, the first target user group is divided based on the user portrait to obtain a plurality of second target user groups, and then according to the respective characteristic information of the plurality of second target user groups, the plurality of second target users The group pushes the short message to be pushed. Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group. The user portraits are divided to obtain multiple second target user groups, and then text messages are sent according to the respective characteristic information of the second target user groups, so as to further improve the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly describe the technical solutions in the embodiments of the present application, the following will briefly introduce the drawings that need to be used in the description of the embodiments. Obviously, the drawings in the following description are only some embodiments of the present application. For those skilled in the art, other drawings can be obtained based on these drawings without creative work.
图1示出了本申请一实施例提出的一种短信推送方法的流程图Figure 1 shows a flow chart of a short message push method proposed in an embodiment of the present application
图2示出了本申请另一实施例提出的一种短信推送方法的流程图;FIG. 2 shows a flowchart of a short message push method proposed in another embodiment of the present application;
图3示出了本申请再一实施例提出的一种短信推送方法的流程图;FIG. 3 shows a flowchart of a short message push method proposed in another embodiment of the present application;
图4示出了本申请又一实施例提出的一种短信推送方法的流程图;FIG. 4 shows a flowchart of a short message push method proposed in another embodiment of the present application;
图5示出了本申请又一实施例提出的一种短信推送方法的流程图;FIG. 5 shows a flowchart of a short message push method proposed by another embodiment of the present application;
图6示出了本申请实施例提出的一种短信推送装置的结构框图;FIG. 6 shows a structural block diagram of a short message pushing device proposed in an embodiment of the present application;
图7示出了本申请另一实施例提出的一种短信推送装置的结构框图;FIG. 7 shows a structural block diagram of a short message pushing device proposed by another embodiment of the present application;
图8示出了本申请另一实施例提出的一种短信推送装置的结构框图;FIG. 8 shows a structural block diagram of a short message pushing device proposed by another embodiment of the present application;
图9示出了本申请的用于执行根据本申请实施例的短信推送方法的另一种电子设备的结构框图;FIG. 9 shows a structural block diagram of another electronic device of the present application for executing the short message push method according to an embodiment of the present application;
图10是本申请实施例的用于保存或者携带实现根据本申请实施例的短信推送方法的程序代码的存储单元。Fig. 10 is a storage unit for storing or carrying program code for implementing the short message pushing method according to the embodiment of the present application according to an embodiment of the present application.
下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。The technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present application, rather than all the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of this application.
用户画像是相关领域中一个十分热门的研究方向。通过对用户的活跃行为以及消费行为等信息进行处理、挖掘以及刻画,可以形成用户画像(即用户的用户画像),进而生成相关用户的用户画像标签,从而可以更全面地了解用户特征。在用户画像标签生成完成后,可以更针对性地对该用户进行合适的内容推送,可以实现降低推送运营成本。User portrait is a very popular research direction in related fields. By processing, mining, and characterizing information such as users' active behaviors and consumption behaviors, user portraits (that is, user portraits of users) can be formed, and then user portrait tags of related users can be generated, so that user characteristics can be more comprehensively understood. After the user portrait label is generated, the user can be more targeted to push appropriate content, which can reduce the push operation cost.
例如,生成某个用户的用户画像标签后,该生成的用户画像标签可以表征该用户喜欢体育运动、该用户喜欢吃米饭以及该用户喜欢看体育比赛。那么在这种情况下,在给该用户推送消息时,可以推送匹配用户画像的消息。例如,当该用户在使用点餐类的应用程序的过程中,可以推送更多关于米饭的信息。而当该用 户在使用视频类的应用程序时,可以推送更多关于体育比赛的视频内容。For example, after a user portrait tag of a certain user is generated, the generated user portrait tag may indicate that the user likes sports, the user likes to eat rice, and the user likes to watch sports games. Then in this case, when pushing a message to the user, a message matching the user's portrait can be pushed. For example, when the user is using an ordering application, he can push more information about rice. When the user is using a video application, he can push more video content about sports games.
发明人在研究中发现,在相关的短信的推送过程中还较为缺乏针对性。比如,手机厂商营销人员可能会把新手机产品的推广短信推送到刚买了新手机的客户进而造成资源浪费,或把中低端机型的广告推送给了高端机型的潜在客户,影响高端机型的销售。此外,发明人还进一步的发现,不同的用户群体对于短信内容风格或者排版格式的喜好也不同。比如年轻人可能倾向于更轻松搞笑的文案,并且增加抽奖活动更能提升他们的参与度,而中年人可能倾向于更简洁有力的文案,且不喜欢参与过于复杂的活动。但是,在相关的短信推送过程中,并未针对不同的用户群体而采用不同的内容风格或者排版格式。The inventor found in research that there is still a lack of pertinence in the push process of related short messages. For example, a mobile phone manufacturer’s marketer may push the promotion text messages of a new mobile phone product to customers who have just bought a new mobile phone, thereby causing a waste of resources, or push advertisements for mid-to-low-end models to potential customers of high-end models, affecting the high-end models. Sales of models. In addition, the inventor further discovered that different user groups have different preferences for the content style or layout format of the short message. For example, young people may tend to have more relaxed and funny copywriting, and adding sweepstakes can increase their participation, while middle-aged people may prefer more concise and powerful copywriting and do not like to participate in overly complex activities. However, in the relevant SMS push process, different content styles or layout formats are not adopted for different user groups.
因此,发明人提出了本申请提供的短信推送方法、装置、服务器及存储介质,在获取待推送短信以及与所述待推送短信匹配的推送需求信息后,会基于所述推送需求信息确定第一目标用户群体,进而基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体,然后根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。Therefore, the inventor proposes the short message push method, device, server, and storage medium provided in this application. After obtaining the short message to be pushed and the push demand information matching the short message to be pushed, the first message will be determined based on the push demand information. Target user groups, and then divide the first target user groups based on user portraits to obtain a plurality of second target user groups, and then, according to the respective characteristic information of the plurality of second target user groups, respectively report to the plurality of second target user groups The second target user group pushes the short message to be pushed. Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group. The user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
下面将结合附图具体描述本申请的各实施例。Hereinafter, each embodiment of the present application will be described in detail with reference to the accompanying drawings.
请参阅图1,本申请实施例提供的一种短信推送方法,应用于短信推送平台,所述方法包括:Please refer to Fig. 1, a short message push method provided by an embodiment of the present application is applied to a short message push platform, and the method includes:
S110:获取待推送短信以及与所述待推送短信匹配的推送需求信息。S110: Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
可以理解的是,待推送短信为待发送给用户的短信。在本实施例中,可以有多种的获取待推送短信的方式。It is understandable that the short message to be pushed is a short message to be sent to the user. In this embodiment, there may be multiple ways to obtain the short message to be pushed.
作为一种方式,待推送短信可以由需要进行短信发送的发送端生成后传递到短信推送平台,进而使得短信推送平台获取到待推送短信。示例性的,商户A期望发送一个产品上市的短信,该商户A所绑定的发送端可以先生成产品上市的短信,然后将该产品上市的短信发送给短信推送平台,在接收到商户A所绑定的发送端发送的产品上市的短信后,就会将该产品上市的短信作为待推送短信。As a way, the short message to be pushed can be generated by the sender that needs to send the short message and then delivered to the short message pushing platform, so that the short message pushing platform can obtain the short message to be pushed. Exemplarily, merchant A expects to send a short message for product listing. The sender bound to merchant A can first generate a short message for product listing, and then send the short message for product listing to the short message push platform. After the short message of the product listing sent by the bound sender, the short message of the product listing will be regarded as the short message to be pushed.
作为另外一种方式,待推送短信可以由短信推送平台自动生成。在这种方式下,待推送短信可以由短信推送平台在检测到指定的事件触发后自动生成。可选的,该指定的事件可以为一个定时到期事件。示例性的,商户A目前有一个新产品上市,而商户A期望在产品上市后可以定期向相关的用户推送短信以介绍产品,在这种方式下商户A对应的发送端可以向短信推送平台发送一个短信定期发送事件生成请求,并设定好对应的短信内容,短信推送平台在接收到定期发送事件生成请求后可以生成一个定期发送事件并存储该对应的短信内容。那么短信推送平台在检测到该定期发送事件触发后,就可以生成待发送短信,并且在定期发送事件触发触发时,所生成的待发送短信的内容就为前述的设定好 对应的短信内容。例如,商户A设定的短信定期发送事件为每间隔一周发送一次短信,并设定对应的短信内容为“产品A已经上市”,那么短信推送平台在生成每间隔一周发送一次短信的定期发送事件后,就可以没间隔一周触发生成一次待发送短信,并且所生成的待发送短信的内容为“产品A已经上市”。As another way, the short message to be pushed can be automatically generated by the short message push platform. In this way, the short message to be pushed can be automatically generated by the short message push platform after detecting a specified event trigger. Optionally, the specified event may be a timed expiration event. Exemplarily, merchant A currently has a new product on the market, and merchant A expects to regularly push SMS to related users to introduce the product after the product is launched. In this way, the sender corresponding to merchant A can send to the SMS push platform A short message periodically sends an event generation request, and the corresponding short message content is set. The short message push platform can generate a periodical sending event and store the corresponding short message content after receiving the periodic sending event generation request. Then, after the SMS push platform detects that the periodic sending event is triggered, it can generate the SMS to be sent, and when the periodic sending event is triggered, the content of the generated SMS to be sent is the aforementioned set corresponding SMS content. For example, the regular SMS sending event set by merchant A is to send SMS once every week, and the corresponding SMS content is set to "Product A is already on the market", then the SMS push platform will generate a periodic sending event that sends SMS once every week. After that, you can trigger the generation of a to-be-sent short message every week, and the content of the generated short-message to be sent is "Product A is already on the market".
在本申请实施例中,推送需求信息表征的是待推送短信需要推送给哪些用户,也可以说推送需求信息表征的是待推送短信的推送目标。In the embodiments of the present application, the push demand information characterizes which users the short message to be pushed needs to be pushed to. It can also be said that the push demand information characterizes the push target of the short message to be pushed.
在本申请实施例中,推送需求信息可以由期望发送短信的人自己输入,也可以由短信推送平台根据待推送信息自动的识别。对于自己输入的这种方式,例如,如果期望待发送短信推送给男性用户,那么这里可以输入的推送需求信息可以为男性。再例如,如果期望待发送短信推送给指定区域的用户,那么这里可以输入的推送需求信息可以为所述区域为该指定区域的用户。In the embodiment of the present application, the push requirement information may be input by the person who wishes to send the short message, or it may be automatically identified by the short message push platform according to the information to be pushed. For this method of self-input, for example, if it is desired to send a short message to be pushed to a male user, then the push demand information that can be input here can be male. For another example, if it is desired to send a short message to be pushed to a user in a designated area, then the push demand information that can be input here may be that the area is a user in the designated area.
S120:基于所述推送需求信息确定第一目标用户群体。S120: Determine a first target user group based on the push demand information.
如前述内容所示,推送需求信息表征的是待推送短信需要推送给哪些用户,也可以说推送需求信息表征的是待推送短信的推送目标,短信推送平台在获取到推送需求信息后,即可以获取到对应的第一目标用户群体。例如,若识别出的推送需求信息为对5G感兴趣。那么作为一种方式,可以遍历每个用户的兴趣爱好,进而将兴趣爱好与5G匹配的用户作为第一目标用户群体。As shown in the foregoing content, the push demand information characterizes which users the short message to be pushed needs to be pushed to. It can also be said that the push demand information characterizes the push target of the short message to be pushed. After the short message push platform obtains the push demand information, it can Obtain the corresponding first target user group. For example, if the identified push demand information is interested in 5G. As a way, it is possible to traverse the hobbies of each user, and then use users whose hobbies and hobbies match with 5G as the first target user group.
S130:基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。S130: Divide the first target user group based on the user portrait to obtain multiple second target user groups.
可以理解的是,第一目标用户群体包括了所有的需要推送短信的用户,而在该第一目标用户群体中的用户又会有各自的一些特征。为了能够在短信的推送过程中适配第一目标用户群体中用户各自的特征,就可以基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体,进而可以分别针对每个第二目标用户群体进行短信推送。It is understandable that the first target user group includes all users who need to push short messages, and users in the first target user group have their own characteristics. In order to be able to adapt to the respective characteristics of users in the first target user group during the push process of short messages, the first target user group can be divided based on user portraits to obtain multiple second target user groups, which can then be targeted respectively Each second target user group carries out SMS push.
例如,若推送需求信息为对5G感兴趣。那么第一目标用户群体为均对5G感兴趣的用户。但是,在该对5G感兴趣的用户中有的用户是学生、有的用户又可能是社会职场人事。还有,该对5G感兴趣的用户中有的是年轻人,而有的可能是中老年人等。在进行多个第二目标用户群体的划分过程中,所使用的用户画像可以包括职业、年龄以及短信习惯查阅时间等。For example, if pushing demand information is interested in 5G. Then the first target user group is users who are all interested in 5G. However, among the users who are interested in 5G, some users are students, and some users may be social and workplace personnel. In addition, some of the users who are interested in 5G are young people, and some may be middle-aged and elderly people. In the process of dividing multiple second target user groups, the user profile used may include occupation, age, and short message habit checking time.
S140:根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。S140: Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
在本申请实施例中,多个第二目标用户群体各自的特征信息可以包括职业、年龄以及短信习惯查阅时间等特征。其中,根据多个第二目标用户群体各自的特征信息,在发送给每个用户的短信的实质内容相同的情况下,可以针对性的配置不同的排版方式,或者表达方式,甚至是针对性的选择短信的额推送时间。In the embodiment of the present application, the characteristic information of each of the multiple second target user groups may include characteristics such as occupation, age, and short message habit checking time. Among them, according to the respective characteristic information of multiple second target user groups, when the substance of the short message sent to each user is the same, different typesetting methods, or expression methods, or even targeted ones can be configured. Select the time to push the SMS.
需要说明的是,该职业、年龄以及短信习惯查阅时间等特征信息只是示例性的,还可以包括更多的特征信息。例如,还可以包括性别等。It should be noted that the feature information such as occupation, age, and SMS habit checking time is only exemplary, and more feature information may also be included. For example, gender and the like can also be included.
本申请提供的一种短信推送方法,在获取待推送短信以及与所述待推送 短信匹配的推送需求信息后,会基于所述推送需求信息确定第一目标用户群体,进而基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体,然后根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。The short message push method provided in this application, after obtaining the short message to be pushed and the push demand information matching the short message to be pushed, determines the first target user group based on the push demand information, and then compares the message based on the user portrait. The first target user group is divided to obtain a plurality of second target user groups, and then the to-be-pushed short messages are pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups . Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group. The user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
请参阅图2,本申请实施例提供的一种短信推送方法,应用于短信推送平台,所述方法包括:Please refer to FIG. 2, a short message push method provided by an embodiment of the present application is applied to a short message push platform, and the method includes:
S210:获取待推送短信以及与所述待推送短信匹配的推送需求信息。S210: Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
S220:获取与所述推送需求信息关联的关联需求信息。S220: Acquire associated demand information associated with the push demand information.
需要说明的是,对于一些需求信息而言相互之间是具有一定的关联性或者相似性的。通过获取与待发送短信匹配的推送需求信息所关联的关联需求信息,可以使得在确定第一目标用户群体时,能够使所确定的第一目标用户群体更加的全面。示例性的,若确定的推送需求信息为5G手机,那么对于5G基站或者5G移动通信网络感兴趣的用户也可能会对5G手机感兴趣,甚至对于5G车联网感兴趣的用户也会对5G手机感兴趣。再例如,若推送需求信息为某品牌手机促销,那么对于该品牌的其他电子设备感兴趣的用户可能也会对该促销的手机感兴趣等。It should be noted that for some demand information, there is a certain degree of relevance or similarity between each other. By acquiring the associated demand information associated with the push demand information matching the short message to be sent, it is possible to make the determined first target user group more comprehensive when determining the first target user group. Exemplarily, if the determined push demand information is a 5G mobile phone, then users interested in 5G base stations or 5G mobile communication networks may also be interested in 5G mobile phones, and even users interested in 5G car networking will also be interested in 5G mobile phones. interested. For another example, if the push demand information is for a mobile phone promotion of a certain brand, then users who are interested in other electronic devices of this brand may also be interested in the promoted mobile phone.
在本实施例中可以有多种方式来确定推送需求信息关联的关联需求信息。In this embodiment, there may be multiple ways to determine the associated demand information associated with the push demand information.
作为一种方式,所述获取与所述推送需求信息关联的关联需求信息,包括:获取所述推送需求信息包括的关键词;将包括有与所述关键词关联的词语的需求信息作为所述关联需求信息。As a way, the obtaining the associated demand information associated with the push demand information includes: acquiring the keywords included in the push demand information; and using the demand information including the words associated with the keywords as the demand information Associate demand information.
在这种方式中,短信推送平台可以对待推送短信进行文本拆分,以获取到多个拆分后的词语,然后再基于语义分析得到多个拆分后的词语中能表达待推送短信核心目的的词语作为关键词。In this way, the SMS push platform can split the text of the SMS to be pushed to obtain multiple split words, and then based on semantic analysis, the multiple split words can express the core purpose of the SMS to be pushed As keywords.
在本实施例中,作为一种识别能表达待推送短信核心目的的词语的方式,可以预先建立关键词语库,在得到多个拆分后的词语后,分别将该多个拆分后的词语与关键词语库中的词语进行匹配,将可以在关键词语库中成功匹配到对应内容的词语确认为能表达待推送短信核心目的的词语。其中,成功匹配到对应内容可以理解为匹配到具有相同内容的词语。示例性的,以待推送短信为“产品A即将上市”为例,那么拆分后得到的词语包括产品A、即将以及上市。在预先建立的关键词语库中包括有产品A,但是未包括有即将以及上市,那么对于产品A则可以匹配到具有相同内容的词语,进而判定成功匹配到对应内容的词语,而对于即将以及上市则判定无法匹配到对应内容的词语。In this embodiment, as a way to identify words that can express the core purpose of the short message to be pushed, a keyword corpus can be established in advance, and after multiple split words are obtained, the multiple split words Match the words in the keyword corpus, and confirm the words that can be successfully matched to the corresponding content in the keyword corpus as words that can express the core purpose of the short message to be pushed. Among them, a successful match to the corresponding content can be understood as a match to a word with the same content. Exemplarily, taking the message to be pushed as "product A is about to be launched" as an example, the words obtained after the split include product A, soon to be launched, and to be launched. If product A is included in the pre-established keyword corpus, but not including upcoming and launching, then for product A, words with the same content can be matched, and then it can be determined that the words that match the corresponding content successfully, and for upcoming and launching It is determined that the word of the corresponding content cannot be matched.
作为再一种识别能表达待推送短信核心目的的词语的方式,可以将多个拆分后的词语中的表达实体含义的词语作为能表达待推送短信核心目的的词 语。其中,表达实体含义的词语可以理解为能表达具体实体产品的词语,例如,手机、平板电脑、计算机等具有实体产品含义的词语。在这种方式中,可以预先建立实体词语库,在得到多个拆分后的词语后,将该多个拆分后的词语与实体词语库中的词语进行匹配,将能够成功匹配的词语作为具有实体含义的词语。其中,能够成功匹配可以理解为匹配到具有相同内容的词语。As yet another way to identify words that can express the core purpose of the short message to be pushed, the words that express the entity meaning in the multiple split words can be used as words that can express the core purpose of the short message to be pushed. Among them, words that express the meaning of entities can be understood as words that can express specific physical products, for example, words that have the meaning of physical products such as mobile phones, tablet computers, and computers. In this way, the entity vocabulary database can be established in advance. After multiple split words are obtained, the multiple split words are matched with the words in the entity vocabulary database, and the words that can be successfully matched are used as Words with substantive meaning. Among them, successful matching can be understood as matching words with the same content.
需要说明的是,在本实施例中,基于前述两种方式会分别生成关键词语库和实体词语库,而在进一步的研究中可以发现,这两个库中的词语可能会有重复,进而对于同样的词语可能在两个库都能分别成功匹配到词语,那么作为一种方式为了能够提升识别出能表达待推送短信核心目的的词语的效率,可以先检测这两个库分别的匹配成功率,从而可以在识别能表达待推送短信核心目的的词语时优先使用匹配成功率较高的词语库,以便可以提升匹配效率。示例性的,短信推送平台可以实时统计两个库的匹配成功率并进行存储,那么在检测到需要别能表达待推送短信核心目的的词语时,可以先读取两个库的匹配成功率并进行比对,进而选择对应的匹配成功率更高的库来识别能表达待推送短信核心目的的词语。It should be noted that, in this embodiment, the keyword corpus and the entity vocabulary database are respectively generated based on the foregoing two methods, and in further research, it can be found that the words in these two databases may have repetitions. The same words may be successfully matched in the two databases, so as a way to improve the efficiency of identifying the words that can express the core purpose of the SMS to be pushed, you can first check the matching success rate of the two databases. , So that when identifying words that can express the core purpose of the short message to be pushed, the word database with a higher matching success rate can be preferentially used, so that the matching efficiency can be improved. Exemplarily, the SMS push platform can count the matching success rates of the two libraries in real time and store them. Then, when it detects words that need to express the core purpose of the SMS to be pushed, it can first read the matching success rates of the two libraries and store them. Make comparisons, and then select the corresponding library with a higher matching success rate to identify words that can express the core purpose of the SMS to be pushed.
进而通过前述方式获取到关键词后,就可以在建立的需求信息库中进行查找,将同样包括该关键词的需求信息作为与所述推送需求信息关联的关联需求信息。例如,若识别出的待发送短信中的关键词为5G,进而可以将同样包括5G的需求信息作为与所述推送需求信息关联的关联需求信息。Furthermore, after the keywords are obtained in the foregoing manner, they can be searched in the established demand information database, and demand information that also includes the keywords is used as the associated demand information associated with the push demand information. For example, if the identified keyword in the short message to be sent is 5G, then the demand information that also includes 5G may be used as the associated demand information associated with the push demand information.
除了前述的获取关联需求信息的方式外,作为另一种方式,所述获取与所述推送需求信息关联的关联需求信息,包括:获取所述推送需求信息对应的关联标识;将对应有所述关联标识的需求信息作为与所述推送需求信息关联的关联需求信息。在这种方式下,所述获取待推送短信以及与所述待推送短信匹配的推送需求信息之前还包括:对存储的需求信息进行内容识别;为识别出包括有关联内容的需求信息配置相同的关联标识。In addition to the aforementioned method of acquiring associated demand information, as another method, the acquiring associated demand information associated with the push demand information includes: acquiring the associated identifier corresponding to the push demand information; The requirement information of the association identifier is used as the associated requirement information associated with the push requirement information. In this manner, before acquiring the short message to be pushed and the push demand information matching the short message to be pushed, the method further includes: performing content identification on the stored demand information; Association ID.
如下表所示:As shown in the following table:
IDID | 需求信息demand information | 关联标识Association ID |
11 | 5G5G | 11 |
22 | 5G手机5G mobile phone | 11 |
33 | 5G车联网5G Internet of Vehicles | 11 |
44 | 足球football | 22 |
55 | 足球场football field | 22 |
在上表中,对于5G、5G手机以及5G车联网均包括了“5G”这个关键词,那么5G、5G手机以及5G这几个需求信息各自对应的关联标识则是相同的。In the above table, the keyword "5G" is included for 5G, 5G mobile phones, and 5G Internet of Vehicles, so the corresponding associated identifiers of 5G, 5G mobile phones, and 5G demand information are the same.
S230:基于所述推送需求信息以及所述关联需求信息确定所述第一目标用户群体。S230: Determine the first target user group based on the push demand information and the associated demand information.
作为一种方式,所述基于所述推送需求信息以及所述关联需求信息确定所述第一目标用户群体,包括:获取用户的兴趣信息,获取对应的所述兴趣 信息与所述推送需求信息匹配的用户,以及对应的所述兴趣信息与关联需求信息匹配的用户作为第一目标用户群体。As a way, the determining the first target user group based on the push demand information and the associated demand information includes: acquiring user interest information, and acquiring corresponding interest information that matches the push demand information And the corresponding users whose interest information matches the associated demand information as the first target user group.
其中,需要说明的是,所述获取每个用户的兴趣信息之前还包括:基于用户的行为数据计算得到用户的兴趣信息,在指定的存储区域存储所述兴趣信息,所述获取每个用户的兴趣信息,包括:从所述指定的存储区域读取存储的用户的兴趣信息。It should be noted that, before acquiring the interest information of each user, it also includes: calculating the user's interest information based on the user's behavior data, storing the interest information in a designated storage area, and acquiring each user's interest information. The interest information includes: reading and storing the user's interest information from the designated storage area.
S240:基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。S240: Divide the first target user group based on the user portrait to obtain multiple second target user groups.
S250:根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。S250: Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
本申请提供的一种短信推送方法,从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。并且,在本实施例中,还可以对与所述待推送短信匹配的推送需求信息进行内容扩散得到关联需求信息,从而使得所圈取到的第一目标用户群体更为准确以及全面,以便使得更多对待推送短信的内容感兴趣的用户可以接收到待推送短信,以提升短信的转化率。This application provides a short message push method, which realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and Among them, the first user group will continue to divide based on user portraits to obtain multiple second target user groups, and then send short messages according to the respective characteristic information of the second target user groups, so as to further improve the pertinence of sending short messages. Conducive to increase the conversion rate of SMS. Moreover, in this embodiment, it is also possible to perform content diffusion on the push demand information matching the short message to be pushed to obtain the associated demand information, thereby making the circled first target user group more accurate and comprehensive, so as to make More users who are interested in the content of the push message can receive the push message to increase the conversion rate of the message.
请参阅图3,本申请实施例提供的一种短信推送方法,所述方法包括:Please refer to FIG. 3, a short message push method provided by an embodiment of the present application, the method includes:
S310:获取待推送短信以及与所述待推送短信匹配的推送需求信息。S310: Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
S320:基于所述推送需求信息确定第一目标用户群体。S320: Determine a first target user group based on the push demand information.
S330:基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。S330: Divide the first target user group based on the user portrait to obtain multiple second target user groups.
S340:根据所述多个第二目标用户群体各自的特征信息,确定多个第二目标用户群体各自对应的短信特征。S340: Determine the short message feature corresponding to each of the multiple second target user groups according to the respective feature information of the multiple second target user groups.
作为一种方式,所述短信特征包括以下特征信息中的至少一个:短信内容排版信息;短信内容是否携带关联内容信息;以及短信发送时刻信息。需要说明的是,不同身份或者不同年龄的用户对于短信的喜好方式可能是会有不同的,进而针对第二目标用户群体各自的特征信息,确定多个第二目标用户群体各自对应的短信特征可以使得分别发送给多个第二目标用户群体各自的短信的实质内容相同,但是表达方式或者发送时间会有所区别。例如,对于年轻用户,可以将短信的文字内容替换为动态文字或者不同颜色的文字,以吸引年轻用户阅读,而对于老年用户则可以将文字的字体放大,以便老年用户阅读方便。再者,对于工作时间段阅读短信不便的用户(例如,社会职场人事)则可以配置在休息时间段进行短信推送。As a way, the short message feature includes at least one of the following feature information: message content typesetting information; whether the short message content carries associated content information; and short message sending time information. It should be noted that users of different identities or different ages may have different preferences for text messages. Then, according to the respective characteristic information of the second target user group, it is possible to determine the respective SMS characteristics of multiple second target user groups. The substantive content of the short messages respectively sent to the multiple second target user groups are the same, but the expression method or the sending time will be different. For example, for young users, the text content of the short message can be replaced with dynamic text or text of different colors to attract young users to read, while for elderly users, the font of the text can be enlarged to facilitate reading by elderly users. Furthermore, users who are inconvenient to read short messages during working hours (for example, social and workplace personnel) can be configured to push short messages during the rest time.
其中,短信内容排版信息可以理解为短信的文字颜色、格式等排版信息。短信内容是否携带关联内容信息可以理解为短信中是否会增加与原本待推送短信的关键词关联的内容。例如,原本的关键词为5G手机,那么关联内容就可以为手机耳机或者充电宝等与手机相关的电子产品的信息。短信发送时 刻信息可以理解为短信推送平台将短信推送给用户的时刻。Among them, the typesetting information of the short message content can be understood as typesetting information such as the text color and format of the short message. Whether the content of the short message carries related content information can be understood as whether or not the content associated with the keywords of the original short message to be pushed will be added to the short message. For example, if the original keyword is 5G mobile phone, the related content can be information about mobile phone-related electronic products such as mobile phone headsets or power banks. The moment when the short message is sent can be understood as the moment when the short message push platform pushes the short message to the user.
作为一种方式,所述根据所述多个第二目标用户群体各自的特征信息,确定多个第二目标用户群体各自对应的短信特征,包括:获取发送所述待推送短信的发送端所绑定帐号的等级;根据所述多个第二目标用户群体各自的特征信息以及所述等级,确定多个第二目标用户群体各自对应的短信特征,其中,所述等级越高所对应的短信特征所包括的特征信息的数量越多。在这种方式下,为了能够更加精确的确定多个第二目标用户群体各自对应的短信特征,发送端所对应的商户就可以需要有更多的行为来提升自己的帐号的等级,以便提升短信推送平台的收益或者商户用户的粘性。其中,更多的行为可以包括充值或者增加使用时长等。As a way, the determining the short message characteristics corresponding to each of the plurality of second target user groups according to the respective characteristic information of the plurality of second target user groups includes: obtaining the binding of the sending end of the short message to be pushed. Determine the account level; according to the respective feature information of the multiple second target user groups and the level, determine the SMS feature corresponding to each of the multiple second target user groups, wherein the higher the level is, the corresponding SMS feature The more feature information is included. In this way, in order to be able to more accurately determine the respective SMS characteristics of multiple second target user groups, the merchant corresponding to the sender may need to have more behaviors to improve the level of their account in order to improve the SMS Push the revenue of the platform or the stickiness of the merchant user. Among them, more behaviors can include recharging or increasing the duration of use.
可选的,若所述等级为第一等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的一个。Optionally, if the level is the first level, the short message characteristics corresponding to each of the multiple second target user groups include one of short message content typesetting information, whether the short message content carries related content information, and short message sending time information.
可选的,若所述等级为高于所述第一等级的第二等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的两个。Optionally, if the level is a second level higher than the first level, the short message characteristics corresponding to each of the multiple second target user groups include short message content typesetting information, whether the short message content carries related content information, and the short message sending time Two of the information.
可选的,若所述等级为高于所述第二等级的第三等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的三个。Optionally, if the level is a third level higher than the second level, the SMS characteristics corresponding to each of the multiple second target user groups include text message content typesetting information, whether the text message content carries related content information, and the time when the text message is sent Three of the messages.
S350:基于多个第二目标用户群体各自对应的短信特征,分别向所述多个第二目标用户群体推送所述待推送短信。S350: Push the short messages to be pushed to the plurality of second target user groups respectively based on the characteristics of the short messages corresponding to each of the plurality of second target user groups.
本申请提供的一种短信推送方法,从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。并且,在本实施例中,在分别针对第二目标用户群体各自的特征信息进行短信发送时,会确定多个第二目标用户群体各自对应的短信特征,再基于多个第二目标用户群体各自对应的短信特征,分别向所述多个第二目标用户群体推送所述待推送短信,有利于提升不同的第二目标用户群体对于所接收到的短信的接受程度,以便进一步的提升短讯的转化率。This application provides a short message push method, which realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and Among them, the first user group will continue to divide based on user portraits to obtain multiple second target user groups, and then send short messages according to the respective characteristic information of the second target user groups, so as to further improve the pertinence of sending short messages. Conducive to increase the conversion rate of SMS. Moreover, in this embodiment, when sending short messages for the respective characteristic information of the second target user groups, the corresponding short message characteristics of the multiple second target user groups will be determined, and then based on the respective characteristics of the second target user groups. Corresponding short message features, push the to-be-push short messages to the multiple second target user groups respectively, which is beneficial to improve the acceptance of the received short messages by different second target user groups, so as to further improve the SMS performance Conversion rates.
请参阅图4,本申请实施例提供的一种短信推送方法,所述方法包括:Please refer to FIG. 4, a short message push method provided by an embodiment of the present application, the method includes:
S410:获取待推送短信以及与所述待推送短信匹配的推送需求信息。S410: Obtain the short message to be pushed and the push demand information matching the short message to be pushed.
S420:基于所述推送需求信息确定第一目标用户群体。S420: Determine a first target user group based on the pushing demand information.
S430:获取发送所述待推送短信的发送端所绑定帐号的等级。S430: Obtain the level of the account bound to the sender that sends the short message to be pushed.
S440:检测所述等级是否满足等级阈值。S440: Detect whether the level meets the level threshold.
S450:若所述等级不满足等级阈值,直接向所述第一目标用户群体发送所述待推送短信。S450: If the level does not meet the level threshold, directly send the short message to be pushed to the first target user group.
需要说明的是,直接向所述第一目标用户群体发送所述待推送短信可以理解为向第一目标用户群体内的用户发送的待发送短信的短信内容排版信息, 短信内容是否携带关联内容信息以及短信发送时刻信息都是相同的,而不会针对不同用户画像的用户进行区分。It should be noted that sending the short message to be pushed directly to the first target user group can be understood as the typesetting information of the short message content of the short message to be sent sent to users in the first target user group, and whether the content of the short message carries related content information And the information of the time when the short message is sent is the same, and users with different user portraits are not distinguished.
S460:若所述等级满足等级阈值,基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。S460: If the level meets the level threshold, divide the first target user group based on the user portrait to obtain multiple second target user groups.
S470:根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。S470: Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
本申请提供的一种短信推送方法,从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且在发送所述待推送短信的发送端所绑定帐号的等级满足等级阈值的情况下,对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。This application provides a short message push method, which realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and When the level of the account bound to the sending end of the SMS to be pushed meets the level threshold, the first user group will continue to be divided based on the user portrait to obtain multiple second target user groups, and then target the second user groups respectively. The characteristic information of the target user groups is sent through short messages, so as to further improve the pertinence of sending short messages, so as to help improve the conversion rate of short messages.
请参阅图5,本申请实施例提供的一种短信推送方法,所述方法包括:Please refer to FIG. 5, a short message push method provided by an embodiment of the present application, the method includes:
S510:获取待推送短信。S510: Obtain the short message to be pushed.
S520:检测是否有输入的推送需求信息。S520: Detect whether there is input push demand information.
S530:若识别到没有输入的推送需求信息,对所述待推送短信进行内容识别。S530: If the push request information that is not input is recognized, perform content identification on the short message to be pushed.
S540:将识别出的关键词作为与所述待推送短信匹配的推送需求信息。S540: Use the identified keyword as the push demand information matching the short message to be pushed.
S550:若识别到有输入的推送需求信息,将所述输入的推送需求信息作为与所述待推送短信匹配的推送需求信息。S550: If it is recognized that there is input push demand information, use the input push demand information as push demand information matching the short message to be pushed.
S560:基于所述推送需求信息确定第一目标用户群体。S560: Determine a first target user group based on the push demand information.
S570:基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。S570: Divide the first target user group based on the user portrait to obtain multiple second target user groups.
S580:根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。S580: Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
需要说明的是,为了能够即时的对所推送的短信的反馈情况进行获取,作为一种方式,可以在用户所使用的终端中配置数据埋点,进而通过数据埋点来收集所推送的短信的反馈情况。其中,可选的,所述反馈情况包括所述短信的转化率以及阅读率中的至少一个,其中,所述转化率为触发有收益行为的短信的数量与所有推送的短信的数量的比率,所述阅读率为阅读过的短信的数量占所述所有推送的短信的数量的比率。It should be noted that, in order to obtain the feedback of the pushed short messages in real time, as a way, you can configure the data burying point in the terminal used by the user, and then collect the information of the pushed short message through the data burying point. Feedback situation. Wherein, optionally, the feedback situation includes at least one of a conversion rate and a reading rate of the short messages, wherein the conversion rate is the ratio of the number of short messages that trigger profitable behavior to the number of all pushed short messages, The reading rate is the ratio of the number of read short messages to the number of all pushed short messages.
其中,在本申请实施例中所要获取的是第一目标用户群体整体上对于推送的短信的反馈情况,而不仅仅是第一目标用户群体中单一用户的反馈情况。在这种方式下,短信推送平台可以通过计算阅读率以及转化率来确定第一目标用户群体整体上对所推送的短信的反馈情况。其中,阅读率可以反映第一目标用户群体中的用户对推送的短信的阅读情况。可以理解的是,终端用户在接收到推送的短信时,如果能够打开推送的短信进行阅览那么才有更大可能会触发进一步的与该推送的短信内容相关的行为。Among them, what is to be acquired in the embodiments of the present application is the feedback situation of the first target user group on the pushed short messages as a whole, not just the feedback situation of a single user in the first target user group. In this way, the short message pushing platform can determine the overall feedback of the first target user group on the pushed short messages by calculating the reading rate and the conversion rate. Among them, the reading rate may reflect the reading situation of the pushed short messages by users in the first target user group. It is understandable that when a terminal user receives a pushed short message, if it can open the pushed short message for reading, then it is more likely to trigger further behaviors related to the pushed short message content.
那么作为一种方式,在用户(例如,第一目标用户群体中的用户)所使用 的终端设备中配置进行数据监测的数据埋点,进而通过该数据埋点来检测推送的短信的阅读情况。As a way, the terminal device used by the user (for example, the user in the first target user group) is configured with a data burying point for data monitoring, and then the reading of the pushed short message is detected through the data burying point.
可选的,终端设备上进行短信展示的可以是由指定程序来(例如,第三方信息推送端对应的客户端或者是短信推送平台对应的客户端,还可以是终端设备自带的短信展示程序)完成的,而该指定程序可以为独立的客户端程序,也可以为嵌入在某个客户端程序中的插件。那么在一种方式中,前述进行数据监测的数据埋点可以是直接配置在与该指定程序在同一个客户端中,那么在这种情况下,进行数据监测的数据埋点通过检测自己所在的客户端的信息展示插件加载信息内容的情况即可获取到用户是否已经阅读推送的短信。示例性的,发送给第一目标用户群体的用户所属终端设备的短信的内容为“产品A即将在a月b日上市,以及产品A的介绍信息”。那么在这种情况下,数据埋点可以预先获取到该短信的内容为前述的“产品A即将在a月b日上市,以及产品A的介绍信息”。那么在这种情况下,数据埋点可以对所在客户端中的信息展示插件所加载的短信的内容进行检测,若检测到所加载的内容为前述的“产品A即将在a月b日上市,以及产品A的介绍信息”,即可判定该用户已经阅览了该短信,从而通过该方式可以获取到第一目标用户群体中的所有用户是否已经阅览了推送的短信。Optionally, the short message display on the terminal device can be performed by a designated program (for example, the client corresponding to the third-party information push terminal or the client corresponding to the short message push platform, or the short message display program that comes with the terminal device ) Is completed, and the designated program can be an independent client program or a plug-in embedded in a certain client program. Then, in one way, the aforementioned data burying point for data monitoring can be directly configured in the same client as the specified program. In this case, the data burying point for data monitoring can detect its own location. The information display plug-in on the client side loads the information content to obtain whether the user has read the pushed short message. Exemplarily, the content of the short message sent to the terminal device to which the user of the first target user group belongs is "product A will be launched on a month and b, and the introduction information of product A". Then in this case, the data burying point can obtain in advance that the content of the short message is the aforementioned "product A will be launched on a month and b, and the introduction information of product A". Then in this case, the data burying point can detect the content of the short message loaded by the information display plug-in in the client where it is located. If it detects that the loaded content is the aforementioned "product A will be launched on a month and b," As well as the introduction information of product A", it can be determined that the user has read the short message, so that it can be obtained by this method whether all users in the first target user group have read the pushed short message.
而作为另外一种方式,进行数据监测的数据埋点可能并不与进行信息推送的指定程序在同一个的客户端中。那么在这种情况下,数据埋点就无法通过检测信息展示插件所加载内容的方式来检测用户是否已经阅览了推送的短信。那么作为一种方式,在进行数据监测的数据埋点与进行信息推送的指定程序不在同一个的客户端的情况下,数据埋点可以通过检测进行推送的短信展示的客户端的运行情况来检测用户是否已经阅览了推送的短信。那么在这种情况下,进行数据监测的数据埋点除了可以预先获取到推送的短信本身的内容外,还可以获取到进行推送的短信展示的客户端的标识。示例性的,发送给第一目标用户群体的推送的短信的内容为“XX体育比赛即将开幕”,那么进行数据监测的数据埋点除了可以获取到该推送的短信的内容外,还可以获取到该推送的短信是由客户端A进行推送。进而在接收到该检测任务后,就可以对客户端A的运行进行检测。其中,对客户端A进行检测可以包括,在检测到客户端A在前台运行时对终端设备所显示的内容进行检测,若检测到所显示的内容为前述的“XX体育比赛即将开幕”时,即可判定该用户已经阅览了推送的短信,从而实现了即使数据埋点与进行信息推送的指定程序不在同一个客户端的情况下,依然可以对用户对推送的短信的阅览情况进行检测。As another method, the data burying point for data monitoring may not be in the same client terminal as the designated program for information push. Then in this case, the data burying point cannot detect whether the user has read the pushed short message by detecting the content loaded by the information display plug-in. So as a way, in the case that the data burying point for data monitoring and the designated program for information push are not in the same client, the data burying point can detect whether the user is running by detecting the operation of the client for displaying the pushed SMS I have read the push message. In this case, in addition to obtaining the content of the pushed short message itself in advance, the data burying point for data monitoring can also obtain the identification of the client that displays the pushed short message. Exemplarily, the content of the pushed short message sent to the first target user group is "XX sports competition is about to open", then the data burying point for data monitoring can not only obtain the content of the pushed short message, but also obtain The pushed short message is pushed by client A. Furthermore, after receiving the detection task, the operation of client A can be detected. Among them, detecting the client A may include detecting the content displayed by the terminal device when it is detected that the client A is running in the foreground. If it is detected that the displayed content is the aforementioned "XX sports competition is about to open", It can be determined that the user has read the pushed short message, so that even if the data buried point and the designated program for information push are not in the same client, the user's reading of the pushed short message can still be detected.
本申请提供的一种短信推送方法,在获取待推送短信以及与所述待推送短信匹配的推送需求信息后,会基于所述推送需求信息确定第一目标用户群体,进而基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体,然后根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。并且,在本实施例中,对于推送需求信息可以由用户或者管理人员手动输入,并且在用户或者管理人员未手动输入的情况下,还可以对所述待推送短信进行内容识别得到推送需 求信息,进而提供了多样化的推送需求信息获得渠道。从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。The short message push method provided in this application, after obtaining the short message to be pushed and the push demand information matching the short message to be pushed, determines the first target user group based on the push demand information, and then compares the message based on the user portrait. The first target user group is divided to obtain a plurality of second target user groups, and then the to-be-pushed short messages are pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups . Moreover, in this embodiment, the push demand information can be manually input by the user or the manager, and in the case that the user or the manager does not manually input, the content of the short message to be pushed can also be identified to obtain the push demand information. In turn, it provides diversified channels for obtaining push demand information. Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group. The user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
请参阅图6,本申请实施例提供的一种短信推送装置600,所述装置600包括:Please refer to FIG. 6, a short message pushing device 600 provided by an embodiment of the present application, and the device 600 includes:
信息获取单元610,用于获取待推送短信以及与所述待推送短信匹配的推送需求信息。第一用户确定单元620,用于基于所述推送需求信息确定第一目标用户群体。作为一种方式,第一用户确定单元620具体用于获取与所述推送需求信息关联的关联需求信息;基于所述推送需求信息以及所述关联需求信息确定所述第一目标用户群体。可选的,第一用户确定单元620具体用于获取用户的兴趣信息;获取对应的所述兴趣信息与所述推送需求信息匹配的用户,以及对应的所述兴趣信息与关联需求信息匹配的用户作为第一目标用户群体。在这种方式下,如图7所示,所述装置还包括用户信息获取单元621,用于基于用户的行为数据计算得到用户的兴趣信息;在指定的存储区域存储所述兴趣信息。可选的,第一用户确定单元620具体用于从所述指定的存储区域读取存储的用户的兴趣信息。The information acquiring unit 610 is configured to acquire the short message to be pushed and the push demand information matching the short message to be pushed. The first user determining unit 620 is configured to determine a first target user group based on the pushing demand information. As a manner, the first user determining unit 620 is specifically configured to obtain associated demand information associated with the push demand information; and determine the first target user group based on the push demand information and the associated demand information. Optionally, the first user determination unit 620 is specifically configured to obtain user interest information; obtain corresponding users whose interest information matches the push demand information, and corresponding users whose interest information matches associated demand information As the first target user group. In this manner, as shown in FIG. 7, the device further includes a user information obtaining unit 621, configured to calculate the user's interest information based on the user's behavior data; and store the interest information in a designated storage area. Optionally, the first user determining unit 620 is specifically configured to read the stored interest information of the user from the designated storage area.
作为一种方式,第一用户确定单元620具体用于获取所述推送需求信息包括的关键词,将包括有与所述关键词关联的词语的需求信息作为所述关联需求信息。作为另外一种方式,第一用户确定单元620具体用于获取所述推送需求信息对应的关联标识,将对应有所述关联标识的需求信息作为与所述推送需求信息关联的关联需求信息。在这种方式下,如图8所示,所述装置600,还包括关联标识添加单元622,用于对存储的需求信息进行内容识别;为识别出包括有关联内容的需求信息配置相同的关联标识。As a manner, the first user determining unit 620 is specifically configured to obtain keywords included in the push demand information, and use demand information including words associated with the keywords as the associated demand information. As another way, the first user determination unit 620 is specifically configured to obtain the associated identification corresponding to the push demand information, and use the demand information corresponding to the associated identification as the associated demand information associated with the push demand information. In this manner, as shown in FIG. 8, the device 600 further includes an association identification adding unit 622, which is used to identify the content of the stored demand information; configure the same association for identifying the demand information that includes associated content Logo.
第二用户确定单元630,用于基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。短信推送单元640,用于根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。作为一种方式,短信推送单元640,具体用于根据所述多个第二目标用户群体各自的特征信息,确定多个第二目标用户群体各自对应的短信特征;基于多个第二目标用户群体各自对应的短信特征,分别向所述多个第二目标用户群体推送所述待推送短信。The second user determining unit 630 is configured to divide the first target user group based on the user portrait to obtain multiple second target user groups. The short message pushing unit 640 is configured to push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups. As a way, the short message pushing unit 640 is specifically configured to determine the short message characteristics corresponding to each of the plurality of second target user groups according to the respective characteristic information of the plurality of second target user groups; based on the plurality of second target user groups Each corresponding short message feature pushes the to-be-push short message to the multiple second target user groups.
可选的,所述短信特征包括以下特征信息中的至少一个:短信内容排版信息;短信内容是否携带关联内容信息;以及短信发送时刻信息。Optionally, the short message feature includes at least one of the following feature information: message content typesetting information; whether the short message content carries associated content information; and short message sending time information.
作为一种方式,第二用户确定单元630,用于获取发送所述待推送短信的发送端所绑定帐号的等级;根据所述多个第二目标用户群体各自的特征信息以及所述等级,确定多个第二目标用户群体各自对应的短信特征,其中,所述等级越高所对应的短信特征所包括的特征信息的数量越多。其中,可选的,若所述等级为第一等级,多个第二目标用户群体各自对应的短信特征包 括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的一个。若所述等级为高于所述第一等级的第二等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的两个。若所述等级为高于所述第二等级的第三等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的三个。As a way, the second user determination unit 630 is configured to obtain the level of the account bound to the sender sending the short message to be pushed; according to the respective characteristic information of the plurality of second target user groups and the level, The short message features corresponding to each of the multiple second target user groups are determined, wherein the higher the level, the greater the number of feature information included in the short message feature. Optionally, if the level is the first level, the short message characteristics corresponding to each of the multiple second target user groups include one of short message content typesetting information, whether the short message content carries related content information, and short message sending time information. If the level is a second level higher than the first level, the respective short message characteristics corresponding to the multiple second target user groups include text message content typesetting information, whether the text message content carries related content information, and two of the short message sending time information. indivual. If the level is a third level higher than the second level, the corresponding short message characteristics of the multiple second target user groups include three types of short message content typesetting information, whether the short message content carries related content information, and short message sending time information. indivual.
作为一种方式,第二用户确定单元630,还用于获取发送所述待推送短信的发送端所绑定帐号的等级,若所述等级满足等级阈值,执行所述基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。若所述等级不满足等级阈值,短信推送单元640直接向所述第一目标用户群体发送所述待推送短信。As a way, the second user determination unit 630 is further configured to obtain the level of the account bound to the sender sending the short message to be pushed, and if the level meets the level threshold, perform the user portrait-based comparison of the first user profile. One target user group is divided to obtain multiple second target user groups. If the level does not meet the level threshold, the short message pushing unit 640 directly sends the short message to be pushed to the first target user group.
作为一种方式,信息获取单元610,具体用于获取待推送短信;对所述待推送短信进行内容识别;将识别出的关键词作为与所述待推送短信匹配的推送需求信息。在这种方式下,信息获取单元610,还具体用于检测是否有输入的推送需求信息;若识别到没有输入的推送需求信息,执行所述对所述待推送短信进行内容识别;若识别到有输入的推送需求信息,将所述输入的推送需求信息作为与所述待推送短信匹配的推送需求信息。As a way, the information obtaining unit 610 is specifically configured to obtain the short message to be pushed; perform content identification on the short message to be pushed; and use the identified keywords as the push demand information matching the short message to be pushed. In this manner, the information acquisition unit 610 is also specifically configured to detect whether there is input push demand information; if it recognizes that there is no push demand information input, execute the content identification of the short message to be pushed; if it recognizes If there is input push demand information, the input push demand information is used as push demand information matching the short message to be pushed.
需要说明的是,本申请中装置实施例与前述方法实施例是相互对应的,装置实施例中具体的原理可以参见前述方法实施例中的内容,此处不再赘述。It should be noted that the device embodiment in the present application and the foregoing method embodiment correspond to each other, and the specific principles in the device embodiment can be referred to the content in the foregoing method embodiment, which will not be repeated here.
下面将结合图9对本申请提供的一种电子设备进行说明。Hereinafter, an electronic device provided by the present application will be described with reference to FIG. 9.
请参阅图9,基于上述的短信推送方法,本申请实施例还提供的另一种包括可以执行前述短信推送方法的处理器102的电子设备200。电子设备200还包括存储器104、以及网络模块106。其中,该存储器104中存储有可以执行前述实施例中内容的程序,而处理器102可以执行该存储器104中存储的程序。Referring to FIG. 9, based on the foregoing short message pushing method, an embodiment of the present application also provides another electronic device 200 including a processor 102 that can execute the foregoing short message pushing method. The electronic device 200 further includes a memory 104 and a network module 106. Wherein, the memory 104 stores a program that can execute the content in the foregoing embodiment, and the processor 102 can execute the program stored in the memory 104.
其中,处理器102利用各种接口和线路连接整个电子设备200内的各个部分,通过运行或执行存储在存储器104内的指令、程序、代码集或指令集,以及调用存储在存储器104内的数据,执行电子设备200的各种功能和处理数据。可选地,处理器102可以采用数字信号处理(Digital Signal Processing,DSP)、现场可编程门阵列(Field-Programmable Gate Array,FPGA)、可编程逻辑阵列(Programmable Logic Array,PLA)中的至少一种硬件形式来实现。处理器102可集成中央处理器(Central Processing Unit,CPU)、图像处理器(Graphics Processing Unit,GPU)和调制解调器等中的一种或几种的组合。其中,CPU主要处理操作系统、用户界面和应用程序等;GPU用于负责显示内容的渲染和绘制;调制解调器用于处理无线通信。可以理解的是,上述调制解调器也可以不集成到处理器102中,单独通过一块通信芯片进行实现。Among them, the processor 102 uses various interfaces and lines to connect various parts of the entire electronic device 200, by running or executing instructions, programs, code sets, or instruction sets stored in the memory 104, and calling data stored in the memory 104 , Perform various functions of the electronic device 200 and process data. Optionally, the processor 102 may use at least one of Digital Signal Processing (DSP), Field-Programmable Gate Array (FPGA), and Programmable Logic Array (PLA). A kind of hardware form to realize. The processor 102 may be integrated with one or a combination of a central processing unit (CPU), a graphics processing unit (GPU), a modem, and the like. Among them, the CPU mainly processes the operating system, user interface, and application programs; the GPU is used for rendering and drawing of display content; the modem is used for processing wireless communication. It is understandable that the above-mentioned modem may not be integrated into the processor 102, but may be implemented by a communication chip alone.
存储器104可以包括随机存储器(Random Access Memory,RAM),也可以包括只读存储器(Read-Only Memory)。存储器104可用于存储指令、程序、代码、代码集或指令集。存储器104可包括存储程序区和存储数据区,其中,存储程序区可存储用于实现操作系统的指令、用于实现至少一个功能的指令(比如触控功能、声音播放功能、图像播放功能等)、用于实现下述各个方法实施例的 指令等。存储数据区还可以存储终端100在使用中所创建的数据(比如电话本、音视频数据、聊天记录数据)等。The memory 104 may include random access memory (RAM) or read-only memory (Read-Only Memory). The memory 104 may be used to store instructions, programs, codes, code sets or instruction sets. The memory 104 may include a storage program area and a storage data area, where the storage program area may store instructions for implementing the operating system and instructions for implementing at least one function (such as touch function, sound playback function, image playback function, etc.) , Instructions used to implement the following various method embodiments, etc. The data storage area can also store data (such as phone book, audio and video data, chat record data) created by the terminal 100 during use.
所述网络模块106用于接收以及发送电磁波,实现电磁波与电信号的相互转换,从而与通讯网络或者其他设备进行通讯,例如和音频播放设备进行通讯。所述网络模块106可包括各种现有的用于执行这些功能的电路元件,例如,天线、射频收发器、数字信号处理器、加密/解密芯片、用户身份模块(SIM)卡、存储器等等。所述网络模块106可与各种网络如互联网、企业内部网、无线网络进行通讯或者通过无线网络与其他设备进行通讯。上述的无线网络可包括蜂窝式电话网、无线局域网或者城域网。例如,网络模块106可以与基站进行信息交互。The network module 106 is used to receive and send electromagnetic waves, and realize the mutual conversion between electromagnetic waves and electrical signals, so as to communicate with a communication network or other devices, such as with an audio playback device. The network module 106 may include various existing circuit elements for performing these functions, for example, an antenna, a radio frequency transceiver, a digital signal processor, an encryption/decryption chip, a subscriber identity module (SIM) card, a memory, etc. . The network module 106 can communicate with various networks, such as the Internet, an intranet, and a wireless network, or communicate with other devices through a wireless network. The aforementioned wireless network may include a cellular telephone network, a wireless local area network, or a metropolitan area network. For example, the network module 106 can exchange information with the base station.
可选的,电子设备200可以为执行前述方法实施例的服务器。Optionally, the electronic device 200 may be a server that executes the foregoing method embodiments.
请参考图10,其示出了本申请实施例提供的一种计算机可读存储介质的结构框图。该计算机可读介质1100中存储有程序代码,所述程序代码可被处理器调用执行上述方法实施例中所描述的方法。Please refer to FIG. 10, which shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application. The computer-readable medium 1100 stores program code, and the program code can be invoked by a processor to execute the method described in the foregoing method embodiment.
计算机可读存储介质1100可以是诸如闪存、EEPROM(电可擦除可编程只读存储器)、EPROM、硬盘或者ROM之类的电子存储器。可选地,计算机可读存储介质1100包括非易失性计算机可读介质(non-transitory computer-readable storage medium)。计算机可读存储介质1100具有执行上述方法中的任何方法步骤的程序代码810的存储空间。这些程序代码可以从一个或者多个计算机程序产品中读出或者写入到这一个或者多个计算机程序产品中。程序代码1110可以例如以适当形式进行压缩。The computer-readable storage medium 1100 may be an electronic memory such as flash memory, EEPROM (Electrically Erasable Programmable Read Only Memory), EPROM, hard disk, or ROM. Optionally, the computer-readable storage medium 1100 includes a non-transitory computer-readable storage medium. The computer-readable storage medium 1100 has a storage space for executing the program code 810 of any method step in the above-mentioned method. These program codes can be read from or written into one or more computer program products. The program code 1110 may be compressed in an appropriate form, for example.
综上所述,本申请提供的一种短信推送方法、装置、服务器及存储介质,在获取待推送短信以及与所述待推送短信匹配的推送需求信息后,会基于所述推送需求信息确定第一目标用户群体,进而基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体,然后根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。从而通过该方法实现了可以根据要发送的短信匹配的推送需求信息来圈取待接收短信的第一用户群体,进而提升了短信发送的针对性,并且对于其中的第一用户群体还会继续基于用户画像划分得到多个第二目标用户群体,再分别针对第二目标用户群体各自的特征信息,进行短信发送,从而再进一步提升短信发送的针对性,以便有利于提升短信的转化率。In summary, the short message push method, device, server and storage medium provided by this application will determine the first message based on the push demand information after acquiring the short message to be pushed and the push demand information matching the short message to be pushed. A target user group, and then divide the first target user group based on the user portrait to obtain a plurality of second target user groups, and then, according to the respective characteristic information of the plurality of second target user groups, report to the plurality of A second target user group pushes the short message to be pushed. Therefore, this method realizes that the first user group to receive the short message can be circled according to the push demand information matched by the short message to be sent, thereby improving the pertinence of the short message sending, and the first user group will continue to be based on the first user group. The user portraits are divided to obtain multiple second target user groups, and then text messages are sent for the respective characteristic information of the second target user groups, thereby further improving the pertinence of the text messages, so as to help improve the conversion rate of the text messages.
最后应说明的是:以上实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述实施例对本申请进行了详细的说明,本领域的普通技术人员当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不驱使相应技术方案的本质脱离本申请各实施例技术方案的精神和范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the application, not to limit them; although the application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: The technical solutions recorded in the foregoing embodiments are modified, or some of the technical features thereof are equivalently replaced; these modifications or replacements do not drive the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the present application.
Claims (20)
- 一种短信推送方法,其特征在于,所述方法包括:A short message push method, characterized in that the method includes:获取待推送短信以及与所述待推送短信匹配的推送需求信息;Acquiring the short message to be pushed and the push demand information matching the short message to be pushed;基于所述推送需求信息确定第一目标用户群体;Determining a first target user group based on the push demand information;基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体;Dividing the first target user group based on the user portrait to obtain multiple second target user groups;根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。Push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- 根据权利要求1所述的方法,其特征在于,所述基于所述推送需求信息确定第一目标用户群体,包括:The method according to claim 1, wherein the determining a first target user group based on the push demand information comprises:获取与所述推送需求信息关联的关联需求信息;Acquiring associated demand information associated with the push demand information;基于所述推送需求信息以及所述关联需求信息确定所述第一目标用户群体。The first target user group is determined based on the push demand information and the associated demand information.
- 根据权利要求2所述的方法,其特征在于,所述基于所述推送需求信息以及所述关联需求信息确定所述第一目标用户群体,包括:The method according to claim 2, wherein the determining the first target user group based on the push demand information and the associated demand information comprises:获取用户的兴趣信息;Obtain user's interest information;获取对应的所述兴趣信息与所述推送需求信息匹配的用户,以及对应的所述兴趣信息与关联需求信息匹配的用户作为第一目标用户群体。Obtain the users whose corresponding interest information matches the push demand information, and the users whose corresponding interest information matches the associated demand information as the first target user group.
- 根据权利要求3所述的方法,其特征在于,所述获取每个用户的兴趣信息之前还包括:The method according to claim 3, characterized in that, before acquiring the interest information of each user, the method further comprises:基于用户的行为数据计算得到用户的兴趣信息;Calculate the user’s interest information based on the user’s behavior data;在指定的存储区域存储所述兴趣信息;Store the interest information in a designated storage area;所述获取每个用户的兴趣信息,包括:The obtaining of interest information of each user includes:从所述指定的存储区域读取存储的用户的兴趣信息。Read the stored user's interest information from the designated storage area.
- 根据权利要求2-4任一所述的方法,其特征在于,所述获取与所述推送需求信息关联的关联需求信息,包括:The method according to any one of claims 2-4, wherein said obtaining the associated demand information associated with the push demand information comprises:获取所述推送需求信息包括的关键词;Acquiring keywords included in the push demand information;将包括有与所述关键词关联的词语的需求信息作为所述关联需求信息。The demand information including the words associated with the keyword is used as the associated demand information.
- 根据权利要求2-4任一所述的方法,其特征在于,所述获取与所述推送需求信息关联的关联需求信息,包括:The method according to any one of claims 2-4, wherein said obtaining the associated demand information associated with the push demand information comprises:获取所述推送需求信息对应的关联标识;Acquiring the associated identifier corresponding to the push demand information;将对应有所述关联标识的需求信息作为与所述推送需求信息关联的关联需求信息。The demand information corresponding to the associated identifier is used as the associated demand information associated with the push demand information.
- 根据权利要求6所述的方法,其特征在于,所述获取待推送短信以及与所述待推送短信匹配的推送需求信息之前还包括:The method according to claim 6, characterized in that, before acquiring the short message to be pushed and the push demand information matching the short message to be pushed, the method further comprises:对存储的需求信息进行内容识别;Content identification of stored demand information;为识别出包括有关联内容的需求信息配置相同的关联标识。Configure the same association identifier to identify the requirement information including associated content.
- 根据权利要求1-7任一所述的方法,其特征在于,所述根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信,包括:The method according to any one of claims 1-7, wherein the to-be-push is pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups SMS, including:根据所述多个第二目标用户群体各自的特征信息,确定多个第二目标用户群体各自对应的短信特征;Determine the short message characteristics corresponding to each of the multiple second target user groups according to the respective feature information of the multiple second target user groups;基于多个第二目标用户群体各自对应的短信特征,分别向所述多个第二目标用户群体推送所述待推送短信。Push the short messages to be pushed to the plurality of second target user groups respectively based on the characteristics of the short messages corresponding to each of the plurality of second target user groups.
- 根据权利要求8所述的方法,其特征在于,所述短信特征包括以下特征信息中的至少一个:The method according to claim 8, wherein the short message feature includes at least one of the following feature information:短信内容排版信息;Message content typesetting information;短信内容是否携带关联内容信息;以及Whether the content of the short message carries related content information; and短信发送时刻信息。Information about the time when the short message is sent.
- 根据权利要求9所述的方法,其特征在于,所述根据所述多个第二目标用户群体各自的特征信息,确定多个第二目标用户群体各自对应的短信特征,包括:The method according to claim 9, wherein the determining the short message characteristics corresponding to each of the plurality of second target user groups according to the respective characteristic information of the plurality of second target user groups comprises:获取发送所述待推送短信的发送端所绑定帐号的等级;Acquiring the level of the account bound to the sender sending the short message to be pushed;根据所述多个第二目标用户群体各自的特征信息以及所述等级,确定多个第二目标用户群体各自对应的短信特征,其中,所述等级越高所对应的短信特征所包括的特征信息的数量越多。According to the respective feature information of the multiple second target user groups and the level, determine the respective short message features corresponding to the multiple second target user groups, wherein the feature information included in the short message feature corresponding to the higher the level is The greater the number.
- 根据权利要求10所述的方法,其特征在于,若所述等级为第一等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的一个。The method according to claim 10, characterized in that, if the level is the first level, the SMS characteristics corresponding to each of the multiple second target user groups include text message content typesetting information, whether the text message content carries related content information, and text message sending One of the moment information.
- 根据权利要求11所述的方法,其特征在于,若所述等级为高于所述第一等级的第二等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的两个。The method according to claim 11, wherein if the level is a second level higher than the first level, the short message characteristics corresponding to each of the multiple second target user groups include text message content typesetting information, and text message content. Whether to carry two of the associated content information and the time when the short message is sent.
- 根据权利要求12所述的方法,其特征在于,若所述等级为高于所述第二等级的第三等级,多个第二目标用户群体各自对应的短信特征包括短信内容排版信息、短信内容是否携带关联内容信息以及短信发送时刻信息中的三个。The method according to claim 12, wherein if the level is a third level higher than the second level, the short message characteristics corresponding to each of the plurality of second target user groups include text message content typesetting information and text message content Whether to carry three of the associated content information and the time when the short message is sent.
- 根据权利要求1-13任一所述的方法,其特征在于,所述基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体之前还包括:The method according to any one of claims 1-13, wherein the dividing the first target user group based on user portraits, and before obtaining multiple second target user groups, further comprises:获取发送所述待推送短信的发送端所绑定帐号的等级;Acquiring the level of the account bound to the sender sending the short message to be pushed;若所述等级满足等级阈值,执行所述基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体。If the level meets the level threshold, the division of the first target user group based on the user portrait is performed to obtain multiple second target user groups.
- 根据权利要求14所述的方法,其特征在于,所述方法还包括:The method according to claim 14, wherein the method further comprises:若所述等级不满足等级阈值,直接向所述第一目标用户群体发送所述待推送短信。If the level does not meet the level threshold, the short message to be pushed is directly sent to the first target user group.
- 根据权利要求1-15任一所述的方法,其特征在于,所述获取待推送 短信以及与所述待推送短信匹配的推送需求信息,包括:The method according to any one of claims 1-15, wherein the obtaining the short message to be pushed and the push demand information matching the short message to be pushed comprises:获取待推送短信;Get the SMS to be pushed;对所述待推送短信进行内容识别;Perform content recognition on the short message to be pushed;将识别出的关键词作为与所述待推送短信匹配的推送需求信息。The identified keywords are used as the push demand information matching the short message to be pushed.
- 根据权利要求16所述的方法,其特征在于,所述对所述待推送短信进行内容识别之前,还包括:The method according to claim 16, characterized in that, before the content identification of the short message to be pushed, the method further comprises:检测是否有输入的推送需求信息;Detect whether there is input push demand information;若识别到没有输入的推送需求信息,执行所述对所述待推送短信进行内容识别;If the push demand information that is not input is recognized, perform the content identification of the short message to be pushed;若识别到有输入的推送需求信息,将所述输入的推送需求信息作为与所述待推送短信匹配的推送需求信息。If it is recognized that there is input push demand information, the input push demand information is used as push demand information matching the short message to be pushed.
- 一种短信推送装置,其特征在于,所述装置包括:A short message push device, characterized in that the device includes:信息获取单元,用于获取待推送短信以及与所述待推送短信匹配的推送需求信息;An information acquiring unit, configured to acquire short messages to be pushed and push demand information matching the short messages to be pushed;第一用户确定单元,用于基于所述推送需求信息确定第一目标用户群体;A first user determining unit, configured to determine a first target user group based on the push demand information;第二用户确定单元,用于基于用户画像对所述第一目标用户群体进行划分,得到多个第二目标用户群体;The second user determining unit is configured to divide the first target user group based on the user portrait to obtain multiple second target user groups;短信推送单元,用于根据所述多个第二目标用户群体各自的特征信息,分别向所述多个第二目标用户群体推送所述待推送短信。The short message pushing unit is configured to push the short messages to be pushed to the plurality of second target user groups respectively according to the respective characteristic information of the plurality of second target user groups.
- 一种服务器,其特征在于,包括处理器以及存储器;一个或多个程序被存储在所述存储器中并被配置为由所述处理器执行以实现权利要求1-17任一所述的方法。A server, characterized by comprising a processor and a memory; one or more programs are stored in the memory and configured to be executed by the processor to implement the method according to any one of claims 1-17.
- 一种计算机可读存储介质,其特征在于,所述计算机可读存储介质中存储有程序代码,其中,在所述程序代码被处理器运行时执行权利要求1-17任一所述的方法。A computer-readable storage medium, wherein a program code is stored in the computer-readable storage medium, wherein the method according to any one of claims 1-17 is executed when the program code is run by a processor.
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