WO2021077340A1 - 词条推送方法、装置、电子设备及存储介质 - Google Patents
词条推送方法、装置、电子设备及存储介质 Download PDFInfo
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- WO2021077340A1 WO2021077340A1 PCT/CN2019/112845 CN2019112845W WO2021077340A1 WO 2021077340 A1 WO2021077340 A1 WO 2021077340A1 CN 2019112845 W CN2019112845 W CN 2019112845W WO 2021077340 A1 WO2021077340 A1 WO 2021077340A1
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
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Definitions
- This application relates to the field of data push technology, and more specifically, to an entry push method, device, electronic equipment, and storage medium.
- the application can also display recommended terms to the user for the user to select and search for related content of the recommended terms.
- the recommended terms usually displayed in the application program are not strongly related to the user itself, and are useless information for the user.
- this application proposes an entry push method, device, electronic equipment and storage medium to improve the above-mentioned problems.
- an embodiment of the present application provides an entry push method, the method includes: according to the user portrait of the mobile terminal to be pushed, an entry related to the user portrait is selected from the basic push dictionary to establish a first A vocabulary; if the current geographic location of the mobile terminal is a resident location, determine the usage scenario corresponding to the current geographic location as the recommended scenario; select the recommended scenario related from the first vocabulary The entries of are pushed to the mobile terminal.
- an embodiment of the present application provides an entry push device, the device includes: a thesaurus establishment module, which is used to select the user from the basic push dictionary according to the user portrait of the mobile terminal to be pushed.
- the first vocabulary is established for portrait-related entries;
- the scenario determination module is used to determine the use scenario corresponding to the current geographic location if the current geographic location of the mobile terminal is the resident location, as a recommended scenario;
- the module is used to select the terms related to the recommended scene from the first dictionary and push them to the mobile terminal.
- an embodiment of the present application provides an electronic device, including: one or more processors; a memory; and one or more programs.
- the one or more programs are stored in the memory and configured to be executed by the one or more processors, and the one or more programs are configured to execute the above method.
- an embodiment of the present application provides a computer-readable storage medium having program code stored in the computer-readable storage medium, and the program code can be invoked by a processor to execute the above-mentioned method.
- the term push method, device, electronic device, and storage medium provided by the embodiments of the present application select relevant terms from the basic push word database according to the user portrait to establish the first word database. Moreover, when the mobile terminal is at the resident location, the current recommended scene is determined according to the current geographic location of the mobile terminal. Select the terms related to the recommended scenario from the first lexicon and push it to the mobile terminal. Therefore, the entries pushed to the mobile terminal not only combine the user portrait, but also the geographic location of the mobile terminal, which improves the relevance of the pushed entries to the user who uses the mobile terminal.
- Fig. 1 shows a flowchart of a method for pushing entries provided by an embodiment of the present application.
- Fig. 2 shows a flowchart of a method for pushing an entry provided by another embodiment of the present application.
- Fig. 3 shows a flowchart of a method for pushing an entry provided by another embodiment of the present application.
- Fig. 4 shows a functional module diagram of a term push device provided by an embodiment of the present application.
- Fig. 5 shows a structural block diagram of an electronic device provided by an embodiment of the present application.
- Fig. 6 is a storage unit for storing or carrying program codes for implementing the term pushing method according to the embodiment of the present application.
- the application in the mobile terminal can push entries to the user in various ways. For example, when the user opens the search interface of the application, the pushed entry is displayed in the search interface. Or when the user enters a keyword through the search box to search, the pushed term is displayed under the search box corresponding to the entered keyword. Or when the notification permission is enabled in the application, the pushed entry is displayed in the notification bar of the mobile terminal.
- the terms pushed by the application may only be popular content on the platform where the application is located, such as hot searches on Weibo; in other implementations, when the term is pushed in the search box, the pushed terms
- the entry may only be related to the keywords entered by the user, for example, the content of the entry itself includes the keywords entered by the user. In these push methods, none of them paid attention to the needs of the users themselves in the current environment, and the pushed entries were not closely related to the users themselves and could not arouse user interest.
- the inventor proposes the term push method, device, electronic device, and storage medium provided by the embodiments of the present application, which are used by the server to push terms to the mobile terminal according to the user portrait and the geographic location of the mobile terminal.
- the server can push the entry to the application program served by the server in the mobile terminal.
- specific embodiments will be used to describe in detail the term push method, device, electronic equipment, and storage medium provided in the embodiments of the present application.
- FIG. 1 shows a method for pushing an entry provided by an embodiment of the present application. Specifically, the method includes:
- Step S110 According to the user portrait of the mobile terminal to be pushed, terms related to the user portrait are selected from the basic push word database to establish a first word database.
- the server may push the entry to the mobile terminal connected in communication, and the mobile terminal that needs to push the entry is the mobile terminal to be pushed.
- the embodiment of the present application takes one mobile terminal as the mobile terminal to be pushed as an example for description.
- a user portrait can be created for different mobile terminals.
- the user portrait is an abstract representation of the mobile terminal user and is the user’s
- Virtual representatives can include various information such as the user's identity and interest preferences.
- the user portrait of a mobile terminal can abstract the specific information of the user of the mobile terminal into tags, so that these tags can be used to concretize the user's image, determine the user's focus more accurately, and provide the user with targeted services. .
- the basic push dictionary includes various types of terms, and the terms pushed to different mobile terminals can be selected from the basic push dictionary.
- some entries may be entries that are of interest to users of the mobile terminal to be pushed, and some entries may be entries that are not of interest to users of the mobile terminal to be pushed. Therefore, it is possible to select terms related to the user portrait from the basic push word database to establish the word database, and define the word database as the first word database.
- the first vocabulary as the vocabulary of the mobile terminal to be pushed, conforms to the point of interest of the user of the mobile terminal to be pushed to a certain extent.
- Step S120 If the current geographic location of the mobile terminal is the resident location, determine the usage scenario corresponding to the current geographic location as the recommended scenario.
- the user's activities are usually regular, and the residence time and frequency in certain places are high. Define the user's residence time and the place with high frequency as the resident location. If the user is in the same resident location, the type of activities they are engaged in is relatively fixed, and the usage scenarios of the mobile terminal are relatively fixed. Therefore, if the current geographical location of the mobile terminal is the resident location, the use of the current geographical location can be determined Scene, to push entries related to the usage scene to the user. For ease of description, the use scenario corresponding to the determined current geographic location is defined as the recommended scenario.
- the usage scenario of the mobile terminal can be used to indicate the type of activities performed through the mobile terminal. For example, if work-related activities are performed through a mobile terminal, such as searching for work-related information, video conferencing through video conferencing software, etc., it can be determined that the mobile terminal is in the work scene; if the mobile terminal is used for entertainment activities, such as games, videos, and movies , Celebrities, etc., you can determine that the mobile terminal is in an entertainment scene.
- work-related activities are performed through a mobile terminal, such as searching for work-related information, video conferencing through video conferencing software, etc.
- entertainment activities such as games, videos, and movies , Celebrities, etc.
- Step S130 Select the term related to the recommended scene from the first dictionary, and push it to the mobile terminal.
- Entries related to the recommended scenario are usually more suitable for the user's use needs in the current geographic location, and are highly relevant to the user. Therefore, in the case of determining the recommended scenario, the entry related to the recommended scenario can be selected from the first vocabulary, and the selected entry is used as the entry pushed to the mobile terminal. When an entry needs to be pushed to the mobile terminal, the selected entry is pushed to the mobile terminal.
- the terms to be pushed to the mobile terminal are jointly determined, which improves the relevance of the pushed terms to the user, and makes the pushed terms more in line with the user’s interests. It is easier to be searched and viewed by users.
- Another embodiment of the present application provides a method for recommending entries. In this embodiment, it focuses on the determination of whether the resident location is determined and the method of determining the usage scenario. See Figure 2.
- the method includes:
- Step S210 Grab entries from multiple designated network platforms, and establish the basic push dictionary.
- the server can build a basic push vocabulary by grabbing the entries.
- the server can grab entries from multiple designated network platforms, such as grabbing articles from major media websites.
- the number of network platforms is not limited. It can be all network platforms in the entire network, that is, to grab entries from the entire network; it can also be a network platform where the daily activity of users is higher than a certain threshold.
- the fetched entry can also be a popular entry on the Internet, so as to realize that the popular entry can be pushed to the user in time.
- an entry in a content with a higher click-through rate can be used as a popular entry.
- the server can search for content with a click-through rate exceeding a preset value from multiple designated network platforms, and then extract key words from the searched content, and establish the basic push vocabulary through the extracted key words.
- the term can be a word, sentence or phrase, etc.
- the extracted key words can be the specified keywords, key sentences or phrases in the searched content, or the words marked with special symbols used to mark the keywords in the searched content, or all the searched content Entries in which the frequency or number of occurrences is higher than the specified value, etc.
- the basic database may also include words that meet special recommendation requirements. Therefore, the server can receive the entry entered in the background; add the entry entered in the background to the basic push dictionary. For example, if a mobile terminal manufacturer wants to recommend a new device to users due to operational needs, the relevant entries of the new device can be input to the server through the background, so that the server may push the entries entered in the background to the server when pushing entries. Mobile terminal.
- the specific method for capturing entries is not limited, and may be, for example, a web crawler technology.
- the basic push word database can be updated once at a certain frequency.
- Step S220 Create the user profile based on the basic user information corresponding to the mobile terminal.
- the mobile terminal can collect basic user information of the user corresponding to the mobile terminal, and build a user profile of the mobile terminal based on the collected basic user information.
- the server can collect the data that the user operates on the mobile terminal and the data that the user authorizes the mobile terminal to collect, so as to obtain basic user information. For example, if the user turns on the location information authorization, the server can obtain the location change of the mobile terminal.
- the server may also obtain each user account that logs in different applications in the mobile terminal to be pushed, and then obtain the basic information disclosed by each user account in the application as the basic user information corresponding to the mobile terminal. For example, if the user logs in to application A on the mobile terminal, and discloses his identity information such as his age, constellation, city and occupation in application A, the server can obtain the user disclosure from the network platform of application A ’S identity information. If the user watches some videos in the video application B, the server can obtain the viewing time period of the video application and the specific videos that have been watched.
- user portraits can be created based on the basic user information.
- the specific creation process of the user profile can be based on data analysis and learning, so I won’t repeat it again.
- step S210 and step S220 is not limited.
- Step S230 According to the user portrait of the mobile terminal to be pushed, terms related to the user portrait are selected from the basic push word database to establish a first word database.
- the entry can be selected from the basic push vocabulary according to the user portrait of the mobile terminal, and the specific selection is the entry related to the user portrait.
- the specific selection method is not limited.
- a pre-trained classification model is used to identify which terms in the basic push vocabulary are related to the user portrait of the mobile terminal; and the big data analysis is used to determine which terms are related to the user portrait of the mobile terminal.
- the user portrait is represented by tags, that is, the user portrait of each mobile terminal includes one or more tags.
- the corresponding relationship between each entry and the label is established in advance. Then you can select the entry corresponding to the label of the user portrait from the basic push dictionary. If the tags in the user portrait include sports and patents, you can select terms related to sports and patents from the basic push vocabulary to create the first vocabulary.
- user portraits are expressed in specific data formats.
- the data format of a user portrait is gender, age, occupation, and constellation.
- the user portrait to be pushed to the mobile terminal is gender male, age 25-30 years old, professional programmer,
- For the constellation Capricorn you can choose a male programmer of Capricorn between 25 and 30 from the basic push thesaurus to browse the more frequent entries and establish the first thesaurus.
- step S210 to step S230 can be used as a data preparation process for selecting an entry to push when the mobile terminal is at a resident location.
- Steps S210 to S230 can be executed according to the update settings, updating the basic push vocabulary, the user portrait, and the first vocabulary.
- Step S240 Determine whether the geographic location where the mobile terminal is currently located is a permanent location.
- the server can obtain the current geographic location of the mobile terminal, and determine whether the current geographic location is a resident location.
- the historical motion trajectory of the mobile terminal describes the geographic locations that the mobile terminal has traveled through, where it has resided in, and the specific residency duration, etc.
- the server can establish a list of permanent locations based on the historical motion trajectory of the mobile terminal.
- the geographic location in the list of permanent locations is considered to be the permanent location of the mobile terminal.
- a list of resident locations can be obtained.
- the server obtains the current geographic location of the mobile terminal, and determines whether the current geographic location is the geographic location in the permanent location list, that is, determines whether the permanent location list includes the current geographic location of the mobile terminal. If the current geographic location of the mobile terminal is the geographic location in the permanent location list, it can be determined that the mobile terminal is located at the permanent location.
- the server can obtain the list of resident locations when it needs to determine whether the current geographic location of the mobile terminal is a resident location, or the list of resident locations is pre-established and stored, and obtained from the storage location of the list of resident locations .
- the specific method for establishing the list of resident locations is not limited in the embodiments of the present application. For example, the following implementation methods may be included.
- the permanent location may be determined according to the residence time and residence probability of the geographic location in the historical motion track. Specifically, in this embodiment, it is possible to obtain the geographic locations where the mobile terminal stays longer than the preset duration each time within the preset historical time period, and establish the first geographic location list. Among them, it can be understood that the mobile terminal can be regarded as staying in the geographic location once from reaching a geographic location to leaving the geographic location. How many times the mobile terminal has stayed in the same geographic location for more than the preset time period, then the geographic location is acquired how many times. Therefore, in the first geographic location list, some geographic locations may appear multiple times, and geographic locations that appear multiple times are usually geographic locations where users often reside.
- a geographic location with a higher probability of occurrence is obtained from the first geographic location list, and a list of resident locations of the mobile terminal is established.
- geographic locations with an appearance probability greater than the first probability threshold can be obtained from the first geographic location list.
- the specific size of the first probability threshold is not limited in the embodiment of the present application, and it can be measured whether the user frequently resides in a certain geographic location, and may be 0.4, 0.5, etc., for example.
- the geographic locations where the mobile terminal stays for more than one hour each time in the most recent month can be acquired. If in the most recent month, it is obtained that the mobile terminal has stayed in geographic location A 22 times for more than one hour, 30 times in geographic location B has been parked for more than one hour, and 3 times in geographic location C has stayed for more than one hour, Then in the first geographic location list, including 22 geographic locations A, 30 geographic locations B, and 3 geographic locations C, it can be counted that the occurrence probability of geographic location A is 22/55, and that of geographic location B is 30/55, the occurrence probability of geographic location C is 3/55. If 22/55 and 30/55 exceed the first probability threshold, the established list of usual residence locations includes geographic location A and geographic location B.
- the two geographic locations with the highest occurrence probability may also be obtained from the first geographic location list as the home and company corresponding to the mobile terminal, respectively, and used to establish a list of permanent residence locations of the mobile terminal.
- the time period and activity status of the mobile terminal it is possible to determine which geographic location is home and which geographic location is the company. For example, the geographic location where the mobile terminal resides during the day is determined as the company, and the geographic location where the mobile terminal resides at night is determined It is home; the geographic location where the mobile terminal has been in a static state for a long time is determined as home, and the other geographic location is determined as the company.
- the list of permanent residence locations may be created according to the residence time of the mobile terminal. Specifically, in this embodiment, it is also possible to obtain geographic locations where the mobile terminal stays longer than the preset duration each time within a preset historical time period, and establish a first geographic location list.
- the total residency duration of different geographic locations appearing in the first geographic location list can be counted.
- the same geographic location may appear multiple times.
- the residence time of all times in the same geographic location in the first geographic location list can be added to obtain the location of the geographic location. Total length of stay.
- the multiple geographic locations in the first geographic location list are sorted according to the total length of stay of the mobile terminal in each geographic location. It is understandable that different geographic locations are sorted, that is, the sorting result includes different geographic locations where the mobile terminal resides for more than one period of time within a preset historical period.
- a preset number of geographic locations with the longest total duration are selected from the first geographic location list to establish the permanent location list, and the geographic locations in the permanent location list are the selected preset number of geographic locations .
- the total duration can be sorted from high to low, or the total duration can be sorted from low to high. If it is sorted from high to low, the first preset number of geographic locations in the sorting result can be obtained, and if it is sorted from low to high, then the second preset number of geographic locations in the sorting result can be obtained.
- the total duration of 22 stays in geographic location A reached 176 hours
- the total duration of 30 stays at geographic location B reached 480 hours
- the total duration of two stays at geographic location C When it reaches 7 hours, the total time is sorted from high to low in order of geographic location B, geographic location A, and geographic location C.
- 2 is the preset number
- a list of resident locations is established based on geographic location B and geographic location A, that is, geographic locations in the list of permanent locations are geographic location B and geographic location A.
- a geographic location with a total residence time greater than a set duration threshold may also be selected to establish a permanent location list.
- the two geographic locations with the longest total stay time may also be obtained from the first geographic location list as the home and company corresponding to the mobile terminal, and used to establish the permanent residence of the mobile terminal. List.
- the location of the mobile terminal may be periodic. For example, it may stay at the work place for a long time from Monday to Friday, but it will not stay at the work place at all on Saturdays and Sundays. Therefore, the embodiment of the present application also provides an implementation manner for creating a list of resident locations in combination with periodic statistical results.
- the server may monitor the geographic location of the mobile terminal once every preset time interval.
- the specific value of the preset time interval is not limited in the embodiment of the present application, for example, it may be less than the preset time length in the foregoing embodiment.
- the monitoring result it is possible to obtain the geographic locations whose occurrence probability is greater than the second probability threshold within each preset period within a preset historical period of time, and establish a second geographic location list.
- the preset historical period includes multiple preset periods. It is understandable that if the probability of the same geographic location in multiple preset periods is greater than the second probability threshold, the same geographic location appears multiple times in the second geographic location list, or in other words, for a certain geographic location, How many times the occurrence probability in the preset period is greater than the second probability threshold value in the second geographic location.
- the specific values of the second probability threshold and the third probability threshold are not limited, and it is possible to measure whether the user frequently resides in a certain geographic location.
- the preset period is days
- the preset historical period is the most recent month
- the geographic location of the mobile terminal is monitored every half an hour. Then, it is possible to obtain the number of stays of the mobile terminal in various geographic locations that are monitored every day in the last month. Calculate the number of times that different geographical locations are monitored every day to the total number of times that all geographical locations are monitored, and obtain the probability of each different geographical location appearing every day. And calculate the geographic location whose occurrence probability is greater than the second probability threshold that is monitored every day. Then calculate the occurrence probability of greater than the third threshold within one month
- the mobile terminal was detected at geographic location A 16 times, the mobile terminal was detected at geographic location B 20 times, and the mobile terminal was monitored at geographic location C 2 times. Then it can be calculated that the mobile terminal has moved within this day.
- the probability of appearance of terminal A is 16/38, the probability of appearance of mobile terminal B is 20/38, and the probability of appearance of mobile terminal C is 2/38. If the second probability threshold is 0.4, it can be determined that geographic location A and geographic location B are geographic locations whose occurrence probability is greater than the second probability threshold in this day.
- the occurrence probability of geographic location A is greater than the second probability threshold for 22 days, and the occurrence probability of geographic location B is greater than the second probability threshold for 30 days, then in the second geographic location list, geographic location A is recorded 22 times, location B recorded 30 times.
- the number of occurrences of geographic locations is divided by the total number of geographic locations. If there are only geographic location A and geographic location B in the second geographic location list, the occurrence probability of geographic location A in the second geographic location list is 22/55, and the appearance probability of geographic location B in the second geographic location list is 30 /55.
- the two geographic locations with the highest occurrence probability may also be obtained from the second geographic location list, which are respectively used as the home and company corresponding to the mobile terminal, and are used to establish a list of habitual residence locations of the mobile terminal.
- the size of the area of a geographic location is not limited, and can be set according to actual needs. For example, a geographic area within one square kilometer can be determined to be the same geographic location.
- Step S250 If the current geographic location of the mobile terminal is the resident location, determine the usage scenario corresponding to the current geographic location as a recommended scenario.
- the usage scenarios of each resident location can be determined in advance through big data analysis and stored.
- the list of resident locations can be determined according to the historical operation data of each geographic location in the list of resident locations of the mobile terminal.
- the use scenario corresponding to the current geographic location of the mobile terminal can be determined according to the current geographic location of the mobile terminal and the use scenario corresponding to each geographic location in the permanent location list.
- the use scenario of the resident location may be determined through big data analysis as the recommended scenario. According to the historical operation data of the mobile terminal in the current geographic location, the current usage scenario of the mobile terminal is determined as the recommended scenario.
- the types of activities that users engage in at the same permanent location are the same and the content is similar.
- For each resident location by analyzing the historical operation data of the mobile terminal at the resident location, it can be obtained which type of activity the mobile terminal is engaged in at the resident location has a higher probability, and the type of activity is determined as mobile
- the usage scenario of the terminal in the resident location For example, when the user is at the work place, it is usually a work-related activity.
- the content that the user is interested in may be work-related, so as to determine the use scene of the mobile terminal as the work scene;
- the use scene of the mobile terminal can be obtained as an entertainment scene.
- the historical operation data may be data generated by the user operating the mobile terminal within a specified period of time in the past, such as the user's search data, questionnaire data, download data, etc. in the past year.
- a classification model can be trained in advance through data, and the classification model can classify the input data as a usage scenario.
- the historical operation data of this geographic location is input to the classification model, and the classification model classifies the use scenario corresponding to the geographic location according to the input historical operation data.
- scenario keywords can be set for each preset usage scenario.
- scenario keyword appears If the number of times is the most, it is determined that the geographic location belongs to the usage scenario.
- the scenarios used by the user on the mobile terminal at different time periods may also be different.
- the usage scenarios of the mobile terminal at different time periods within a time period are acquired. For example, for the work place, the usage scenarios of the morning, noon, and afternoon can be obtained in a day.
- each resident location can store the usage scenarios in time periods.
- the usage scenario of the current time period can be obtained from the list of resident locations.
- the mobile terminal can be determined based on the current time and historical operating data of the mobile terminal in the current geographic location
- the usage scenario of the current time period is the current usage scenario of the mobile terminal.
- Step S260 Select the term related to the recommended scene from the first word database, and push it to the mobile terminal.
- the correlation relationship between the entry and the usage scenario can be created in advance, so that the entry related to the recommended scenario can be selected. For example, when creating a basic push vocabulary, the correspondence between each vocabulary and usage scenario can be established. When selecting an entry from the first entry, select the entry corresponding to the recommended scenario.
- the most popular entries can be selected from the entries corresponding to the recommended scene and pushed to the mobile terminal.
- the popularity can be measured according to the click-through rate of the related content of the entry. The higher the click-through rate, the higher the popularity.
- the user can perform content search on the mobile terminal, and the mobile terminal can send the keywords entered by the user during the search to the server.
- the server may receive the search keyword sent by the mobile terminal, search for the entry associated with the search keyword from the selected entry, and push it to the mobile terminal.
- the terms related to the search keyword may be terms with the same text or terms with the search keyword, etc.
- the mobile terminal receives the entry pushed by the server and can display it.
- the mobile terminal can search for related content of the entry and display it on the mobile terminal.
- a basic push word database can be created for online hot words, and a user portrait can be created for a mobile terminal. Select the terms related to the user portrait from the basic push thesaurus to establish the first thesaurus.
- the use scenario of the current geographic location can be determined, so that terms related to the use scenario can be selected from the first dictionary and pushed to the mobile terminal. Since the use scene of the current geographic location is the scene that the user is currently paying attention to, the terms pushed to the user not only closely follow the social hot spots, but also have a strong relevance to the user.
- this application also provides an embodiment as shown in FIG. 3, and the term push method in this embodiment may include:
- Step S310 According to the user portrait of the mobile terminal to be pushed, terms related to the user portrait are selected from the basic push vocabulary to establish a first vocabulary.
- step S310 For the specific description of step S310, reference may be made to the foregoing embodiment, which will not be repeated here.
- Step S320 Obtain the moving speed and the moving route of the mobile terminal.
- Step S330 If the moving speed is greater than the preset speed and there is a public transportation that is the same as the moving route of the mobile terminal, it is determined that the mobile terminal is at a permanent location.
- Step S340 If the current geographic location of the mobile terminal is the resident location, determine the usage scenario corresponding to the current geographic location as the recommended scenario.
- Step S350 Select the term related to the recommended scene from the first word database, and push it to the mobile terminal.
- the moving speed of the mobile terminal is the same as that of the vehicle, and the speed is usually higher than that of the user walking.
- public transportation usually has a relatively fixed route. Therefore, if the user is taking a public transportation with a mobile terminal, the movement route is consistent with the route of the public transportation.
- the moving speed and movement route of the mobile terminal can be acquired. If the moving speed of the mobile terminal is greater than the preset speed, it can be determined that the mobile terminal is in a vehicle. If there is a public transportation that is the same as the movement route of the mobile terminal at the same time, it can be determined that the mobile terminal is in the public transportation, so that it can be determined that the mobile terminal is in the resident location.
- the server can obtain the movement route of the public transport in a certain area where the mobile terminal is located, and then compare the movement route of the mobile terminal with the movement route of each public transport, so as to determine whether there is a movement route of the public transport and the mobile terminal.
- the exercise route is the same.
- the mobile terminal if the mobile terminal is moving at a speed greater than the preset speed, and there is a public transportation that is the same as the moving route of the mobile terminal, it is determined that the usage scenario corresponding to the current geographic location is a traffic scenario, and Select the terms related to the traffic scene in the word database and push them to the mobile terminal.
- the terms related to the traffic scene can be determined according to the historical operation data of the mobile terminal in the traffic scene.
- the recommended terms that are related to the historical operation data are larger than the preset terms.
- determine the type of historical operation data of the mobile terminal in the traffic scene and use the same type of terms as the terms related to the traffic scene.
- the type of historical operation data is a movie-related type, and the movie-related entries are used as the traffic scene-related entries.
- a movement route can be used as a special geographic location.
- the movement route frequently passed by the mobile terminal is added to the list of permanent locations as the geographic location.
- Whether to add to the list of resident locations can be determined according to the number or frequency of the movement route passed by the mobile terminal. For specific sports routes to be added to the movement route list, reference may be made to the foregoing embodiment, which will not be repeated here.
- the movement route of the public transportation means is the same as the movement route of the mobile terminal, it can be judged whether the movement route is in the permanent location list, and if so, it can be determined that the mobile terminal is at the permanent location.
- the mobile terminal has taken public transportation on the current movement route in history, it can be determined that the mobile terminal is at the resident location.
- the mobile terminal if it is determined that the mobile terminal is at the resident location, it can be determined that the usage scenario corresponding to the current geographic location is a traffic scenario.
- the historical operation data of the mobile terminal under the same trajectory of the public transportation means can be acquired as reference data. Then determine the type of the reference data, select the entry of the same type as the reference data from the first lexicon, and push it to the mobile terminal.
- the mobile terminal if the user carries the mobile terminal and rides in a vehicle, it can also be determined that the user is in a resident location, and the mobile terminal can be determined to be in a traffic scene, and relevant entries in the traffic scene can be pushed to the mobile terminal. Therefore, even if the mobile terminal is not in a fixed place, if it is in the state of taking public transportation, it can push the entry to the mobile terminal based on the portrait of the user and the user's usage habits, thereby improving the relevance of the entry to the user.
- the device 400 includes: a thesaurus establishment module 410, configured to select terms related to the user portrait from the basic pushed thesaurus to establish a first thesaurus according to the user portrait of the mobile terminal to be pushed;
- the scenario determination module 420 is configured to determine the use scenario corresponding to the current geographic location if the current geographic location of the mobile terminal is the resident location, as a recommended scenario;
- the push module 430 is configured to obtain information from the first
- the vocabulary related to the recommended scene is selected from the vocabulary and pushed to the mobile terminal.
- the device 400 may further include a resident location determining module, and the resident location module may include a list acquiring unit for acquiring a list of resident locations, the list of resident locations is based on the historical movement track of the mobile terminal Establishment; a location acquiring unit for acquiring the current geographic location of the mobile terminal; a determining unit for determining whether the current geographic location is a geographic location in the list of permanent locations; a determining unit for If the current geographic location is a geographic location in the list of permanent locations, it is determined that the mobile terminal is located at the permanent location.
- the resident location module may include a list acquiring unit for acquiring a list of resident locations, the list of resident locations is based on the historical movement track of the mobile terminal Establishment; a location acquiring unit for acquiring the current geographic location of the mobile terminal; a determining unit for determining whether the current geographic location is a geographic location in the list of permanent locations; a determining unit for If the current geographic location is a geographic location in the list of permanent locations, it is determined that the mobile terminal
- the device may include a location list creation module, which is used to obtain geographic locations where the mobile terminal stays longer than the preset duration each time within a preset historical period, and establish a first geographic location list; The geographic locations whose occurrence probability is greater than the first probability threshold are acquired from the geographic location list, and the permanent location list is established.
- a location list creation module which is used to obtain geographic locations where the mobile terminal stays longer than the preset duration each time within a preset historical period, and establish a first geographic location list; The geographic locations whose occurrence probability is greater than the first probability threshold are acquired from the geographic location list, and the permanent location list is established.
- the device may include a location list creation module, which is used to obtain geographic locations where the mobile terminal stays longer than the preset duration each time within a preset historical period, and establish a first geographic location list; according to the mobile terminal For the total residence time of each geographic location, sort the multiple geographic locations in the first geographic location list; according to the sorting result, select the preset number of geographic locations with the longest total duration from the first geographic location list. Location, establish the list of resident locations.
- a location list creation module which is used to obtain geographic locations where the mobile terminal stays longer than the preset duration each time within a preset historical period, and establish a first geographic location list; according to the mobile terminal For the total residence time of each geographic location, sort the multiple geographic locations in the first geographic location list; according to the sorting result, select the preset number of geographic locations with the longest total duration from the first geographic location list. Location, establish the list of resident locations.
- the device may include a location list creation module, which is used to monitor the geographic location of the mobile terminal every preset time interval; to obtain the preset historical time period, the detected occurrence probability in each preset period is greater than the second A geographic location with a probability threshold, a second geographic location list is established, and the preset historical period includes multiple preset periods; a geographic location with an occurrence probability greater than the third probability threshold is obtained from the second geographic location list, and the geographic location is established The list of resident locations.
- a location list creation module which is used to monitor the geographic location of the mobile terminal every preset time interval; to obtain the preset historical time period, the detected occurrence probability in each preset period is greater than the second A geographic location with a probability threshold, a second geographic location list is established, and the preset historical period includes multiple preset periods; a geographic location with an occurrence probability greater than the third probability threshold is obtained from the second geographic location list, and the geographic location is established The list of resident locations.
- the scenario determination module 420 may be configured to determine the usage scenario corresponding to each geographic location in the permanent location list according to the historical operation data of each geographic location in the permanent location list of the mobile terminal;
- the use scenario corresponding to each geographic location in the list of residential locations determines the use scenario corresponding to the current geographic location of the mobile terminal as a recommended scenario.
- the device may include a resident location determining module to obtain the moving speed and moving route of the mobile terminal; if the moving speed is greater than the preset speed and there is a public transportation that is the same as the moving route of the mobile terminal, It is determined that the mobile terminal is at a permanent location.
- the scene determination module 420 may be used to determine that the usage scene corresponding to the current geographic location is a traffic scene .
- the push module 430 can be used to obtain historical operation data of the mobile terminal in the same condition as the public transportation means as reference data; determine the type of the reference data; The entries of the same type as the reference data are pushed to the mobile terminal.
- the scenario determination module 420 may be configured to determine the current use scenario of the mobile terminal according to the current time and historical operation data of the mobile terminal in the current geographic location, as a recommended scenario.
- the push module 430 may also be used to receive search keywords sent by the mobile terminal; to search for terms associated with the search keywords from the selected terms, and push them to the mobile terminal.
- the device may further include a portrait creation module, configured to create the user portrait based on the basic user information corresponding to the mobile terminal.
- a portrait creation module configured to create the user portrait based on the basic user information corresponding to the mobile terminal.
- the portrait creation module may be used to obtain various user accounts that log in different applications in the mobile terminal; obtain basic information disclosed in the application by each user account as the basic user information corresponding to the mobile terminal.
- the device may also include a thesaurus establishment module, which is used to grab terms from multiple designated network platforms and establish the basic push thesaurus.
- a thesaurus establishment module which is used to grab terms from multiple designated network platforms and establish the basic push thesaurus.
- the thesaurus building module can be used to search for content with a click-through rate exceeding a preset value from multiple designated network platforms; extract key words from the searched content; establish the said key words from the extracted key words.
- the vocabulary establishment module may also be used to receive back-end input terms; add the back-end input terms to the basic push vocabulary.
- the coupling between the modules may be electrical, mechanical or other forms of coupling.
- each functional module in each embodiment of the present application may be integrated into one processing module, or each module may exist alone physically, or two or more modules may be integrated into one module.
- the above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
- Each module can be configured in different electronic devices, and can also be configured in the same electronic device, which is not limited in the embodiment of the present application.
- FIG. 5 shows a structural block diagram of an electronic device 500 provided by an embodiment of the present application.
- the electronic device 500 may be a smart device such as a server, a smart phone, a tablet computer, or a computer.
- the term push method and device in the embodiments of the present application may be executed by one electronic device; or may be executed by multiple electronic devices, such as a system cluster composed of multiple servers.
- the electronic device may include one or more processors 510 (only one is shown in the figure), a memory 520, and one or more programs. Wherein, the one or more programs are stored in the memory 520 and configured to be executed by the one or more processors 510. The one or more programs are configured to execute the methods described in the foregoing embodiments. If the method described in the foregoing embodiment is executed by multiple electronic devices, each electronic device may be configured with a part of the program to be executed.
- the processor 510 may include one or more processing cores.
- the processor 510 uses various interfaces and lines to connect various parts of the entire electronic device 400, and executes by running or executing instructions, programs, code sets, or instruction sets stored in the memory 520, and calling data stored in the memory 520.
- the processor 510 may use at least one of Digital Signal Processing (DSP), Field-Programmable Gate Array (Field-Programmable Gate Array, FPGA), and Programmable Logic Array (Programmable Logic Array, PLA).
- DSP Digital Signal Processing
- FPGA Field-Programmable Gate Array
- PLA Programmable Logic Array
- the processor 510 may integrate 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 can be understood that the above-mentioned modem may not be integrated into the processor 510, but may be implemented by a communication chip alone.
- the memory 520 may include random access memory (RAM) or read-only memory (Read-Only Memory).
- the memory 520 may be used to store instructions, programs, codes, code sets or instruction sets.
- the memory 520 may include a storage program area and a storage data area, where the storage program area may store instructions for implementing an operating system, instructions for implementing at least one function, instructions for implementing each of the foregoing method embodiments, and the like.
- the data storage area can also be the data created by the electronic device in use, etc.
- FIG. 6 shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application.
- the computer-readable storage medium 600 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 600 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 600 includes a non-transitory computer-readable storage medium.
- the computer-readable storage medium 600 has storage space for the program code 610 for executing any method steps in the above-mentioned methods. These program codes can be read from or written into one or more computer program products.
- the program code 610 may be compressed in a suitable form, for example.
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Abstract
Description
Claims (20)
- 一种词条推送方法,其特征在于,所述方法包括:根据待推送的移动终端的用户画像,从基础推送词库中选择与所述用户画像相关的词条建立第一词库;若所述移动终端当前所处的地理位置为常驻地点,确定当前所处的地理位置对应的使用场景,作为推荐场景;从所述第一词库中选择所述推荐场景相关的词条,向所述移动终端推送。
- 根据权利要求1所述的方法,其特征在于,所述若所述移动终端当前所处的地理位置为常驻地点,确定当前所处的地理位置对应的使用场景,作为推荐场景之前,还包括:获取常驻地点列表,所述常驻地点列表根据所述移动终端的历史运动轨迹建立;获取所述移动终端当前所处的地理位置;判断当前所处的地理位置是否为所述常驻地点列表中的地理位置;若是,确定所述移动终端处于常驻地点。
- 根据权利要求2所述的方法,其特征在于,根据所述移动终端的历史运动轨迹,建立移动终端的常驻地点列表,包括:获取预设的历史时段内,移动终端每次驻留时长超过预设时长的地理位置,建立第一地理位置列表;从所述第一地理位置列表中获取出现概率大于第一概率阈值的地理位置,建立所述常驻地点列表。
- 根据权利要求2所述的方法,其特征在于,根据所述移动终端的历史运动轨迹,建立移动终端的常驻地点列表,包括:获取预设的历史时段内,移动终端每次驻留时长超过预设时长的地理位置,建立第一地理位置列表;根据所述移动终端在每个地理位置的驻留总时长,对所述第一地理位置列表中的多个地理位置进行排序;根据排序结果,从第一地理位置列表中选取总时长最长的预设数量的地理位置,建立所述常驻地点列表。
- 根据权利要求2所述的方法,其特征在于,根据所述移动终端的历史运动轨迹,建立移动终端的常驻地点列表,包括:每隔预设时间间隔监测一次移动终端的地理位置;获取预设的历史时段内,每个预设周期内监测到出现概率大于第二概率阈值的地理位置,建立第二地理位置列表,所述预设的历史时段内包括多个预设周期;从所述第二地理位置列表中获取出现概率大于第三概率阈值的地理位置,建立所述常驻地点列表。
- 根据权利要求1-5任一项所述的方法,其特征在于,所述确定当前所处的地理位置对应的使用场景,作为推荐场景,包括:根据移动终端在常驻地点列表中每个地理位置的历史操作数据,确定所述常驻地点列表中每个地理位置对应的使用场景;根据所述常驻地点列表中每个地理位置对应的使用场景,确定移动终端当前的地理位置对应的使用场景,作为推荐场景。
- 根据权利要求1-6任一项所述的方法,其特征在于,所述若所述移动终端当前所处的地理位置为常驻地点,确定当前所处的地理位置对应的使用场景,作为推荐场景之前,还包括:获取移动终端的移动速度以及运动路线;若所述移动速度大于预设速度,且存在与所述移动终端的运动路线相同的公共交通工具,确定所述移动终端处于常驻地点。
- 根据权利要求7所述的方法,其特征在于,所述确定当前所处的地理位置对应的使用场景,作为推荐场景;从所述第一词库中选择所述推荐场景相关的词条,向所述移动终端推送从所述第一词库中选择所述推荐场景相关的词条,向所述移动终端推送包括:确定当前所处地理位置对应的使用场景为交通场景;获取所述移动终端在与公共交通工具运动轨迹相同的情况下的历史操作数据,作为参考数据;确定所述参考数据的类型;从所述第一词库中选择与所述参考数据相同类型的词条,向所述移动终端推送。
- 根据权利要求1-5以及7任一项所述的方法,其特征在于,所述确定当前所处的地理位置对应的使用场景,作为推荐场景,包括:根据当前的时间以及所述移动终端在当前地理位置的历史操作数据,确定所述移动终端当前的使用场景,作为推荐场景。
- 根据权利要求1所述的方法,其特征在于,所述从所述第一词库中选择所述推荐场景相关的词条,向所述移动终端推送,包括:接收移动终端发送的搜索关键词;从选择的词条中查找与所述搜索关键词相关联的词条,向所述移动终端推送。
- 根据权利要求1-10任一项所述的方法,其特征在于,所述根据待推送的移动终端的用户画像,从基础推送词库中选择对应所述用户画像的词条建立第一词库之前,还包括:基于所述移动终端对应的用户基本信息,建立所述用户画像。
- 根据权利要求11所述的方法,其特征在于,所述方法还包括:获取在所述移动终端中登录不同应用程序的各个用户帐号;获取各个用户帐号在应用程序中公开的基本信息,作为所述移动终端对应的用户基本信息。
- 根据权利要求1-12任一项所述的方法,其特征在于,所述根据待推送的移动终端的用户画像,从基础推送词库中选择与所述用户画像相关的词条建立第一词库之前,还包括:从多个指定的网络平台中抓取词条,建立所述基础推送词库。
- 根据权利要求13所述的方法,其特征在于,所述从多个指定的网络平台中抓取词条,建立所述基础推送词库,包括从多个指定的网络平台中搜索点击率超过预设值的内容;从搜索到的内容中提取关键词条;通过提取的关键词条建立所述基础推送词库。
- 根据权利要求1-14任一项所述的方法,其特征在于,所述方法还包括:接收后台输入的词条;将所述后台输入的词条添加到所述基础推送词库。
- 一种词条推送装置,其特征在于,所述装置包括:词库建立模块,用于根据待推送的移动终端的用户画像,从基础推送词库中选择与所述用户画像相关的词条建立第一词库;场景确定模块,用于若所述移动终端当前所处的地理位置为常驻地点,确定当前所处的地理位置对应的使用场景,作为推荐场景;推送模块,用于从所述第一词库中选择所述推荐场景相关的词条,向所述 移动终端推送。
- 根据权利要求16所述的装置,其特征在于,所述装置还包括常驻地点确定模块,所述常驻地点确定模块包括:列表获取单元,用于获取常驻地点列表,所述常驻地点列表根据所述移动终端的历史运动轨迹建立;位置获取单元,用于获取所述移动终端当前所处的地理位置;判断单元,用于判断当前所处的地理位置是否为所述常驻地点列表中的地理位置;确定单元,用于若当前所处的地理位置为所述常驻地点列表中的地理位置,确定所述移动终端处于常驻地点。
- 根据权利要求16或17所述的装置,其特征在于,所述场景确定模块用于:根据移动终端在常驻地点列表中每个地理位置的历史操作数据,确定所述常驻地点列表中每个地理位置对应的使用场景;根据所述常驻地点列表中每个地理位置对应的使用场景,确定移动终端当前的地理位置对应的使用场景,作为推荐场景。
- 一种电子设备,其特征在于,包括:一个或多个处理器;存储器;一个或多个程序,其中所述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一个或多个处理器执行,所述一个或多个程序配置用于执行如权利要求1-15任一项所述的方法。
- 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,所述程序代码可被处理器调用执行如权利要求1-15任一项所述的方法。
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