CN110134872A - Determination method, apparatus, server and the readable medium on information notice opportunity - Google Patents
Determination method, apparatus, server and the readable medium on information notice opportunity Download PDFInfo
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- CN110134872A CN110134872A CN201910446960.3A CN201910446960A CN110134872A CN 110134872 A CN110134872 A CN 110134872A CN 201910446960 A CN201910446960 A CN 201910446960A CN 110134872 A CN110134872 A CN 110134872A
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- Prior art keywords
- user
- situation
- time section
- active time
- client
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
- G06F11/3438—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment monitoring of user actions
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9535—Search customisation based on user profiles and personalisation
Abstract
The embodiment of the present disclosure discloses determination method, apparatus, server and the readable medium on a kind of information notice opportunity.Wherein, this method comprises: according to the historical data of user client, user's active time section is determined, wherein the historical data includes at least one of history run situation, equipment receipt situation and notification triggers unlatching situation categorical data；In user's active time section, information notice is sent to user.By the technical solution of the embodiment of the present disclosure, it can will update information content and notify to user, and user will not be interfered.
Description
Technical field
The embodiment of the present disclosure is related to the determination method, apparatus of Internet technology more particularly to a kind of information notice opportunity, clothes
Business device and readable medium.
Background technique
In information class application, when monitoring new information content, the information content of update can be transferred to client,
For user's browsing, wherein information content may include the content of the forms such as text, picture, video.
In existing technology, once user logs in the client of information class application, it is preferential that server can will update information
It enumerates, recommends user browsing.But this mode is limited to the time that user logs in client, if user is not actively
It logs in, then can not actively obtain newest information.
In order to not have to be limited to whether client opens, notification means are come into being, i.e., when information content updates, server
Active transmission is notified to the terminal where the user client, to be notified by the notification bar of operating system.But
, also can be many to the notice of information transmitted by user in the case that the information content of update is more, to can cause to do to user
It disturbs.
Summary of the invention
In view of this, the embodiment of the present disclosure provides a kind of determination method, apparatus on information notice opportunity, server and can
Medium is read, information content can will be updated and notify to user, and user will not be interfered.
In a first aspect, the embodiment of the present disclosure provides a kind of determination method on information notice opportunity, this method comprises:
According to the historical data of user client, user's active time section is determined, wherein the historical data includes history
At least one of operation conditions, equipment receipt situation and notification triggers unlatching situation categorical data；
In user's active time section, information notice is sent to user.
Second aspect, the embodiment of the present disclosure additionally provide a kind of determining device on information notice opportunity, which includes:
Period determining module determines user's active time section for the historical data according to user client, wherein
The historical data includes at least one of history run situation, equipment receipt situation and notification triggers unlatching situation type
Data；
Information notifies sending module, for sending information notice to user in user's active time section.
The third aspect, the embodiment of the present disclosure additionally provide a kind of server, which includes:
One or more processors；
Memory, for storing one or more programs；
When one or more of programs are executed by one or more of processors, so that one or more of processing
Device realizes the determination method on the information notice opportunity as described in disclosure any embodiment.
Fourth aspect, the embodiment of the present disclosure provide a kind of readable medium, are stored thereon with computer program, the program quilt
The determination method on the information notice opportunity as described in disclosure any embodiment is realized when processor executes.
Determination method, apparatus, server and the readable medium on a kind of information notice opportunity that the embodiment of the present disclosure provides, lead to
It crosses according at least one of the history run situation of user client, equipment receipt situation and notification triggers unlatching situation,
It determines user's active time section, and then in identified user's active time section, sends information notice to user.Realizing can be
Appropriate opportunity sends information notice to user, facilitates the click pageview for increasing user, and does not have to interfere user.
Detailed description of the invention
In order to illustrate more clearly of the embodiment of the present disclosure or technical solution in the prior art, to embodiment or will show below
There is attached drawing needed in technical description to do one simply to introduce, it should be apparent that, the accompanying drawings in the following description is this public affairs
The some embodiments opened for those of ordinary skill in the art without creative efforts, can be with root
Other attached drawings are obtained according to these attached drawings.
Fig. 1 shows a kind of determination method flow diagram on information notice opportunity of embodiment of the present disclosure offer；
Fig. 2 shows the determination method flow diagrams on another information notice opportunity that the embodiment of the present disclosure provides；
Fig. 3 shows the determination method flow diagram on another information notice opportunity of embodiment of the present disclosure offer；
Fig. 4 shows the determination method flow diagram on another information notice opportunity of embodiment of the present disclosure offer；
Fig. 5 shows the determination method flow diagram on another information notice opportunity of embodiment of the present disclosure offer；
Fig. 6 shows a kind of determination apparatus structure schematic diagram on information notice opportunity of embodiment of the present disclosure offer；
Fig. 7 shows a kind of structural schematic diagram of server of embodiment of the present disclosure offer.
Specific embodiment
To keep the purposes, technical schemes and advantages of the disclosure clearer, hereinafter with reference to attached in the embodiment of the present disclosure
Figure, the technical solution of the disclosure is clearly and completely described by embodiment, it is clear that described embodiment is the disclosure one
Section Example, instead of all the embodiments.Based on the embodiment in the disclosure, those of ordinary skill in the art are not being done
Every other embodiment obtained under the premise of creative work out belongs to the range of disclosure protection.
In following each embodiments, optional feature and example are provided simultaneously in each embodiment, that records in embodiment is each
A feature can be combined, and form multiple optinal plans, and the embodiment of each number should not be considered merely as to a technical solution.
Embodiment one
Fig. 1 shows a kind of determination method flow diagram on information notice opportunity of embodiment of the present disclosure offer, and the disclosure is real
Apply example be applicable to information class application background server end, monitor information content ordered by user occur update, it is non-
The information content of subscription occurs updating or whens the information content issued for the first time etc., and how true directional user sends information notice
Opportunity, to solve existing notification means, in the case where information content is more frequently to user send information notice, give user
The case where interfering.
It should be noted that the embodiment of the present disclosure is applicable to all kinds of information class applications, as the application of news video class information,
The application of entertainment video class information, the application of animation class information, the application of article class information etc..It is following will be for news video class information
For, the determination method on opportunity is notified to introduce the information of the present embodiment, but be not limited only to this, such as can be also used for other
All kinds of information applications.This method can by the embodiment of the present disclosure provide information notice opportunity determining device or server end Lai
It executes, which can be realized by way of software and/or hardware.
Optionally, as shown in Figure 1, the determination method on the information notice opportunity provided in the embodiment of the present disclosure includes following step
It is rapid:
S110, the historical data according to user client determine user's active time section, wherein historical data includes going through
At least one of history operation conditions, equipment receipt situation and notification triggers unlatching situation categorical data.
In the present embodiment, the one or more installed in equipment where the historical data of user client refers to client is objective
Before current time, user uses its generated related data at family end.Optionally, one or more clients may include
This needs to predict the client of the information class application of user's active time section, can also include other clients.
Illustratively, the historical data of user client may include following at least one categorical datas: history run shape
Condition, equipment receipt situation, notification triggers unlatching situation etc. can also include user identifier.Wherein, history run situation refers to visitor
The one or more clients installed in equipment where the end of family its operating condition before current time, may include various dimensions
Temporal regularity, such as open frequency and opening time in each run start time point, end time point and run the period
Deng.
In the present embodiment, equipment receipt situation is to be specifically as follows information for the client of information class application
After the background server end of class application sends information notice to equipment where client, equipment relies on device hardware where client
The various factors such as model, operating system version or network-in-dialing state, Xiang Houtai server end receipt success or failure
Situation.Optionally, if equipment where client is successfully received information notice and has carried out notification bar displaying, where client
Equipment will be to the success of backstage server end receipt, and otherwise receipt fails；In addition, if information is being notified to send by background server end
After equipment where to client, receipt is not received in preset duration, then defaults receipt failure.Optionally, the equipment of client
It may include information notice sending time point in receipt situation, receive receipt time point and receipt content i.e. success or failure,
It can also include the various factors such as ardware model number, operating system version or network-in-dialing state that equipment is relied on.
In the present embodiment, it is also to be specifically as follows for information class applications client that notification triggers, which open situation,
After the background server end of information class application sends information notice to equipment where client, client clicks information by user
The case where notifying and being turned on.Optionally, client notification triggers open situation may include information notice sending time point,
Information notice is clicked time point or client is turned on time point and the information content classification notified etc..
User identifier refers to the identifier for a certain user identity of unique identification, can be the ID of user, can also be
The account name etc. of user.Optionally, the background server end of any information class application, can distinguish different user by user identifier
The historical data of client.
User's active time section is also the active time section of client, refers to that user such as browses information content using client
Period relative to other times section maximum probability.
Optionally, statistical analysis algorithms can be used, the historical data of the user client by analyzing any user determines
The active time section for one or more clients that the user uses, and then determine user's active time section.It can also use
Trained time prediction model determines the user uses one according to the historical data of the user client of any user in advance
A or multiple client active time section, and then determine the user's active time section for using the client.
It is exemplary, according to the historical data of user client, determine that user's active time section can be with are as follows: by user client
Historical data be input in time prediction model, obtain user's active time section, wherein when the type of historical data and training
Between prediction model sample data type it is identical.And in the historical data according to user client, user's active time section is determined
Before, it can also include: to be trained using sample data to initial machine learning model, obtain time prediction model,
In, sample data includes in sample history run situation, sample device receipt situation and sample notification triggers unlatching situation
At least one categorical data.Sample data can also include sample of users active time section.
In the present embodiment, initial machine learning model can be initial neural network model, can also be initial convolution mind
Through network model etc..It, can be with specifically, the active time section in order to enable the trained various clients of model Accurate Prediction
By a large amount of sample data of the client of different function such as sample history run situation, sample device receipt situation and sample
User's active time section, which is input in initial neural network model, is trained study, and time prediction model can be obtained.
Then, in the user's active time section for any user for needing to predict the client applied using any information class
When, it can be by the historical data such as history run situation and equipment receipt situation of the user client including the client, input
Into the time prediction model, and then user's active time section of the user can be obtained.
S120, in user's active time section, send information notice to user.
Specifically, for the application of any information class, after determining user's active time section of any user, if prison
Measure the appearance of information content ordered by user update, the money for updating or issuing for the first time occurs in the information content of non-subscribed
Whens interrogating content etc., current time is judged whether in user's active time section, if it is, setting to user client place
Preparation send information to notify, so that users can browse；If it is not, then waiting when reaching user's active time section, to user visitor
Equipment where the end of family sends information notice.
For example, user A and user B have subscribed focus incident, are monitoring for the application of news video class information
When focus incident occurs, judge current time whether in user's A active time section and user's B active time section respectively；If
Determine that current time in user's A active time section, then sends information notice to equipment where user A client, so as to
Family A can browse focus incident in first time；If it is determined that current time is in not user B active time section, as current time is
User's B working time then waits until sending information to equipment where the user B client when reaching user B active time section
Notice, so that user B can know the focus incident within the first time that having time browses information content.
It optionally,, can also be by hot spot in order to further enhance user experience if focus incident is relatively more in certain time
Event is integrated into a content intersection, and then in user's active time section, equipment sends content intersection where to user client
Notice and carry out notification bar displaying, so that user once can intuitively recognize multiple focus incidents, while user can also basis
The focus incident that own interests selection is clicked in notification bar enters Client browse etc..
The technical solution that the embodiment of the present disclosure provides, passes through the history run situation according to user client, equipment receipt
At least one of situation and notification triggers unlatching situation determine user's active time section, and then living in identified user
It jumps the period, sends information notice to user.Information notice can be sent to user on appropriate opportunity by realizing, and helped to increase and be used
The click pageview at family, and do not have to interfere user.
Embodiment two
Fig. 2 shows the flow chart that another information that the embodiment of the present disclosure provides notifies the determination method on opportunity, this realities
It applies example to be optimized on the basis of each optinal plan provided by the above embodiment, specifically, the present embodiment is for above-mentioned
How to the history run situation according to user client in each step that embodiment provides, the tool of user's active time section is determined
Body process is described in detail.
Optionally, as shown in Fig. 2, the determination method on the information notice opportunity provided in the embodiment of the present disclosure includes following step
It is rapid:
S210, according to the temporal regularity in history run situation, determine at least two candidate time sections.
Optionally, the temporal regularity in history run situation can be the temporal regularity of various dimensions, such as include each run
Open frequency and opening time etc. in start time point, end time point and run the period.Wherein, initial time is run
Point is the time that user logs in client, and end time point is that user logs off time of client；When each run originates
Between point in the period of end time point, client is in operating status.Candidate time section is that user client is in fortune
The period of row state, for example, candidate time section 1 is 12 noon at 1 point in afternoon, candidate time section 2 is 8 points to 10 at night
Point.
Specifically, multiple candidate time sections can be determined according to the temporal regularity in history run situation.
The open frequency and/or opening time of client, determine that user is living in S220, at least two candidate time sections of foundation
It jumps the period.
In the present embodiment, open frequency referred within the client period in operating status, and user is by clicking client
Desktop icons, information notice or other shortcut keys etc. are held to enter the number of client.Opening time refers to that user enters client
Afterwards, residence time in client (in other words, user browses information content the time it takes).
Specifically, can be by the maximum candidate time section of the open frequency of client in two or more candidate time sections
As user's active time section, alternatively, can also be the opening time of client in two or more candidate time sections
Relatively long candidate time section is as user's active time section.It further, can in order to accurately determine user's active time section
To determine user's active time section in conjunction with two dimension datas of open frequency and opening time.It is being opened specifically, can be
In the identical situation of frequency, using the longer candidate time section of opening time as user's active time section；Alternatively, can open in advance
It opens two dimension datas of frequency and opening time and accounting is respectively set, calculate separately in each candidate time section open frequency and open
The weighted value for opening duration, using the big candidate time section of weighted value as user's active time section etc..
S230, in user's active time section, send information notice to user.
The technical solution that the embodiment of the present disclosure provides, is analyzed by the history run situation to user client, can
It determines user's active time section, and then in identified user's active time section, sends information notice to user.Realizing can be
Appropriate opportunity sends information notice to user, facilitates the click pageview for increasing user, and does not have to interfere user.
Embodiment three
Fig. 3 shows the flow chart of the determination method on another information notice opportunity of embodiment of the present disclosure offer, this reality
It applies example to be optimized on the basis of each optinal plan provided by the above embodiment, specifically, the present embodiment is for above-mentioned
How to the equipment receipt situation according to user client in each step that embodiment provides, the tool of user's active time section is determined
Body process is described in detail.
Optionally, as shown in figure 3, the determination method on the information notice opportunity provided in the embodiment of the present disclosure includes following step
It is rapid:
S310, according to the temporal regularity in equipment receipt situation, determine at least two candidate time sections.
Optionally, it may include information notice sending time point in the equipment receipt situation of client, receive the receipt time
Point and receipt content, that is, success or failure can also include ardware model number, operating system version or net that equipment is relied on
The various factors such as network connected state.
, can be as unit of day in the present embodiment, selection sends information notice most from the equipment receipt situation recorded
More one day, by this day first time information notify sending time point to last time information notice sending time point between when
Between be averagely divided into two or more periods, when then directly can regard two or more periods as candidate
Between section, optionally, granularity of division is thinner, and the accuracy of identified user's active time section is higher.
The receipt success rate of equipment, determines user's active time section in S320, at least two candidate time sections of foundation.
In the present embodiment, receipt success rate refers in certain time period information class application background server end to client institute
One or many information notice is sent in equipment, equipment where client is to the successful number of backstage server end receipt.Alternatively,
Receipt success rate can also send information notice to equipment where client for sometime information class application background server end,
Equipment where client is to the successful probability of backstage server end receipt.
Specifically, can be by the receipt success rate of equipment in analysis two or two candidate time sections, by receipt success
The high candidate time section of rate is as user's active time section.For example, it is assumed that equipment receipt situation be current time before in 100 days
Record, and candidate time section 1 is 8 points to 9 points of morning, and candidate time section 2 is 12 noon at 1 point in afternoon, candidate time section 3
It is 8 points to 10 points at night.Determine that information is sent in candidate time section 1 to be notified 20 times if counting, receipt number of success 3 times；It is candidate
It sends information in period 2 to notify 50 times, receipt number of success 40 times；Information is sent in candidate time section 3 notifies 60 times, receipt
Number of success 55 times, then it can determine the receipt success rate highest of candidate time section 3, preferably regard candidate time section 3 as user
Active time section.
Optionally, user's active time can also be determined directly according to the receipt success rate of equipment in equipment receipt situation
Section.At this point, receipt success rate can send money to equipment where client for sometime information class application background server end
News notice, equipment where client is to the successful probability of backstage server end receipt.Specifically, can be returned by statistical analysis equipment
It holds information notice sending time point in situation, receive three dimensions such as receipt time point and receipt content i.e. success or failure
Data determine the most information notice sending time point of receipt number of success and corresponding reception receipt time point, can be by the money
News notice sending time point and the difference at corresponding reception receipt time point are as user's active time section；Alternatively, can also should
Information notifies sending time point as user's active time.
S330, in user's active time section, send information notice to user.
The technical solution that the embodiment of the present disclosure provides, is analyzed by the equipment receipt situation to user client, can
It determines user's active time section, and then in identified user's active time section, sends information notice to user.Realizing can be
Appropriate opportunity sends information notice to user, facilitates the click pageview for increasing user, and does not have to interfere user.
Example IV
Fig. 4 shows the flow chart of the determination method on another information notice opportunity of embodiment of the present disclosure offer, this reality
It applies example to be optimized on the basis of each optinal plan provided by the above embodiment, specifically, the present embodiment is for above-mentioned
How situation is opened to according to the notification triggers of user client in each step that embodiment provides, determines user's active time section
Detailed process be described in detail.
Optionally, as shown in figure 4, the determination method on the information notice opportunity provided in the embodiment of the present disclosure includes following step
It is rapid:
S410, according to the temporal regularity in notification triggers unlatching situation, determine at least two candidate time sections.
Optionally, it may include information notice sending time point, information notice quilt that the notification triggers of client, which open situation,
It clicks time point or client and is turned on time point and the information content classification notified etc..
, can be as unit of day in the present embodiment, selection sends Zixuntong from the notification triggers unlatching situation recorded
Know most one days, notifies sending time point between last time information notice sending time point first time information in the day
Time be averagely divided into two or more periods, then can directly by two or more periods as wait
The period is selected, optionally, granularity of division is thinner, and the accuracy of identified user's active time section is higher.
S420, the number and/or opening time for opening client are clicked according to user at least two candidate time sections, really
Determine user's active time section.
In the present embodiment, the number that user clicks unlatching client refers to that user is by clicking Zixuntong in certain time period
Know the number into client.After opening time refers to that user enters client, residence time is (in other words in client
It is that user browses information content the time it takes).
Specifically, the time that the number that user in two or more candidate time sections can be clicked to unlatching client is most
It selects the period as user's active time section, clicks user in two or more candidate time sections alternatively, can also be
The relatively long candidate time section of the opening time of unlatching client is as user's active time section.Further, in order to accurate
Determine user's active time section, two dimension datas of number and opening time that unlatching client can be clicked in conjunction with user come really
Determine user's active time section.Specifically, can be in the identical situation of number, the longer candidate time section of opening time is made
For user's active time section.
Optionally, the click success rate for opening client can be also clicked according to user in notification triggers unlatching situation, determined
User's active time section.Clicking success rate can be sometime information class application background server end to client place equipment
After sending information notice, user enters the probability of client by clicking information notice.Specifically, can be notified by statistical analysis
Information notice sending time point, information notice are clicked time point (or client is turned on time point) etc. in triggering unlatching situation
Two dimension datas, determine user by click information notice enter the most information of client number notify sending time point and
Corresponding information notice is clicked time point, can notify the information sending time point and corresponding information notice to be clicked the time
The difference of point is as user's active time section；Alternatively, the information can also be notified to be clicked time point as user's active time.
S430, in user's active time section, send information notice to user.
The technical solution that the embodiment of the present disclosure provides is opened situation by the notification triggers to user client and is divided
Analysis, it may be determined that user's active time section, and then in identified user's active time section, information notice is sent to user.It realizes
Information notice can be sent to user on appropriate opportunity, facilitate the click pageview for increasing user, and do not have to cause user
Interference.
Embodiment five
Fig. 5 shows the flow chart of the determination method on another information notice opportunity of embodiment of the present disclosure offer, this reality
It applies example to be optimized on the basis of each optinal plan provided by the above embodiment, specifically, the present embodiment is for above-mentioned
How to the historical data according to user client in each step that embodiment provides, the specific mistake of user's active time section is determined
Journey is described in detail.
Optionally, as shown in figure 5, the determination method on the information notice opportunity provided in the embodiment of the present disclosure includes following step
It is rapid:
The history run situation of user client is input in first time prediction model, obtains the first user by S510
Active time section.
In the present embodiment, first time prediction model is obtained according to the training of sample history run situation.Optionally, sample
This history run situation can be the history run state of a large amount of same function client, or a large amount of different function
The history run state of client.For example, sample history run situation and sample the first user active time section can be inputted
It is trained study into initial neural network model, first time prediction model can be obtained.
When needing to predict the first active time section of any user for the client applied using any information class, can incite somebody to action
The history run situation of user client including the client is input in the first time prediction model, can be included
First active time section of the client is to get the first user's active time section for arriving the user.
S520, the equipment receipt situation of user client is input in the second time prediction model, obtains second user
Active time section.
In the present embodiment, the second time prediction model is obtained according to the training of sample device receipt situation.Optionally, sample
This equipment receipt situation can be the equipment receipt situation of the client of a large amount of same function information class application, or big
The equipment receipt situation of the client of the different function information class application of amount.For example, can be by sample device receipt situation and sample
This second user active time section, which is input in initial neural network model, is trained study, and the second time prediction can be obtained
Model.
The equipment receipt situation of the user client including the client is input in the second time prediction model,
Can obtain include the client the second active time section to get arrive the user second user active time section.
S530, the notification triggers unlatching situation of user client is input in third time prediction model, obtains third
User's active time section.
In the present embodiment, third time prediction model is to open situation training according to sample notification triggers to obtain.It is optional
, sample notification triggers, which open situation, to be the notification triggers opening state of the client of a large amount of same function information class application
Condition, or the notification triggers of the client of a large amount of different function information class application open situation.For example, can be by sample
If notification triggers open situation and sample third user's active time section is input in initial neural network model and is trained
It practises, third time prediction model can be obtained.
The notification triggers of user client including the client are opened into situation, are input to the third time prediction model
In, can obtain include the client third active time section to get arrive the user third user's active time section.
S540, first user's active time section of foundation, second user active time section and third user's active time
Section, determines user's active time section.
Specifically, obtaining first user's active time section, second user active time section, third user's active time section
Later, first user's active time section, second user active time section, third user's active time section can be asked friendship two-by-two
Operation then determines user's active time section according to intersection operation result.For example, when the intersection of three can be enlivened as user
Between section.
Illustratively, when being enlivened according to first user's active time section, second user active time section and third user
Between section, determine user's active time section may include: according to first user's active time section, second user active time section, with
And the registration between third user's active time section, determine user's active time section.In the present embodiment, registration can be used for table
Levy same time period between first user's active time section, second user active time section and third user's active time section
Length.
Specifically, can by first user's active time section, second user active time section, third user's active time section into
Row intersection operation two-by-two, the case where there are intersections by three, using the intersection of three as user's active time section；If three does not deposit
In intersection, then using the big period of registration between intersection two-by-two as user's active time section.
It should be noted that also can simultaneously obtain, the present embodiment between S510, S520 and S530 without successive point
A kind of situation is merely provided, and without limitation.
The technical solution that the embodiment of the present disclosure provides is opened situation by the notification triggers to user client and is divided
Analysis, it may be determined that user's active time section, and then in identified user's active time section, information notice is sent to user.It realizes
Information notice can be sent to user on appropriate opportunity, facilitate the click pageview for increasing user, and do not have to cause user
Interference.
Embodiment six
Fig. 6 shows a kind of determination apparatus structure schematic diagram on information notice opportunity of embodiment of the present disclosure offer, this public affairs
Open embodiment is applicable to how to determine that information notifies opportunity, to solve existing notification means, in the more situation of information content
Under, frequently to user send information notice, the case where being interfered to user, the device can by software and/or hardware
It realizes, can be configured on server.As shown in fig. 6, in the embodiment of the present disclosure information notice opportunity determining device, can be with
Include:
Period determining module 610, for the historical data according to user client, determine user's active time section,
In, historical data includes at least one of history run situation, equipment receipt situation and notification triggers unlatching situation type
Data；
Information notifies sending module 620, for sending information notice to user in user's active time section.
The technical solution that the embodiment of the present disclosure provides, passes through the history run situation according to user client, equipment receipt
At least one of situation and notification triggers unlatching situation determine user's active time section, and then living in identified user
It jumps the period, sends information notice to user.Information notice can be sent to user on appropriate opportunity by realizing, and helped to increase and be used
The click pageview at family, and do not have to interfere user.
Illustratively, period determining module 610 determines that user is active in the history run situation according to user client
When the period, specifically it can be used for:
According to the temporal regularity in history run situation, at least two candidate time sections are determined；
According to the open frequency and/or opening time of client at least two candidate time sections, when determining that user enlivens
Between section.
Illustratively, period determining module 610 determines that user is active in the equipment receipt situation according to user client
When the period, specifically it can be used for:
According to the temporal regularity in equipment receipt situation, at least two candidate time sections are determined；
According to the receipt success rate of equipment at least two candidate time sections, user's active time section is determined.
Illustratively, period determining module 610 is opening situation according to the notification triggers of user client, determines user
Active time section, specifically can be used for:
According to the temporal regularity in notification triggers unlatching situation, at least two candidate time sections are determined；
The number and/or opening time for opening client are clicked according to user at least two candidate time sections, are determined and are used
Family active time section.
Illustratively, above-mentioned apparatus can also include:
Prediction model determining module, in the historical data according to user client, determine user's active time section it
Before, using sample data, initial machine learning model is trained, obtains time prediction model, wherein sample data includes
At least one of sample history run situation, sample device receipt situation and sample notification triggers unlatching situation number of types
According to.
Illustratively, period determining module 610 specifically can be used for:
The historical data of user client is input in time prediction model, obtains user's active time section, wherein go through
The type of history data is identical as the sample data type of training time prediction model.
Illustratively, period determining module 610 can specifically include:
First time determination unit, for the history run situation of user client to be input to first time prediction model
In, obtain first user's active time section；
Second time determination unit, for the equipment receipt situation of user client to be input to the second time prediction model
In, obtain second user active time section；
Third time determination unit is input to third time prediction for the notification triggers of user client to be opened situation
In model, third user's active time section is obtained；
Period determination unit, for according to first user's active time section, second user active time section and third
User's active time section determines user's active time section；
Wherein, first time prediction model, the second time prediction model and third time prediction model are basis respectively
Sample history run situation, sample device receipt situation and sample notification triggers open what situation training obtained.
Illustratively, period determination unit specifically can be used for:
According between first user's active time section, second user active time section and third user's active time section
Registration, determine user's active time section.
The determining device on the information notice opportunity that the embodiment of the present disclosure provides, when being notified with information provided by the above embodiment
The determination method of machine belongs to same inventive concept, and the technical detail of detailed description not can be found in above-mentioned reality in the embodiments of the present disclosure
Apply example, and the embodiment of the present disclosure and above-described embodiment beneficial effect having the same.
Embodiment seven
Referring to Fig. 7, it illustrates the structural schematic diagrams for the server 700 for being suitable for being used to realize the embodiment of the present disclosure.Fig. 7 shows
Server 700 out is only an example, should not function to the embodiment of the present disclosure and use scope bring any restrictions.
As shown in fig. 7, server 700 may include processing unit (such as central processing unit, graphics processor etc.) 701,
It can be loaded into random access storage according to the program being stored in read-only memory (ROM) 702 or from storage device 708
Program in device (RAM) 703 and execute various movements appropriate and processing.In RAM 703, it is also stored with the behaviour of server 700
Various programs and data needed for making.Processing unit 701, ROM 702 and RAM 703 are connected with each other by bus 704.It is defeated
Enter/export (I/O) interface 705 and is also connected to bus 704.
In general, following device can connect to I/O interface 705: including such as touch screen, touch tablet, keyboard, mouse, taking the photograph
As the input unit 706 of head, microphone, accelerometer, gyroscope etc.；Including such as liquid crystal display (LCD), loudspeaker, vibration
The output device 707 of dynamic device etc.；Storage device 708 including such as tape, hard disk etc.；And communication device 709.Communication device
709, which can permit server 700, is wirelessly or non-wirelessly communicated with other equipment to exchange data.Although Fig. 7, which is shown, to be had
The server 700 of various devices, it should be understood that being not required for implementing or having all devices shown.It can substitute
Implement or have more or fewer devices in ground.
Particularly, in accordance with an embodiment of the present disclosure, it may be implemented as computer above with reference to the process of flow chart description
Software program.For example, embodiment of the disclosure includes a kind of computer program product comprising be carried on computer-readable medium
On computer program, which includes the program code for method shown in execution flow chart.In such reality
It applies in example, which can be downloaded and installed from network by communication device 709, or from storage device 708
It is mounted, or is mounted from ROM 702.When the computer program is executed by processing unit 701, the embodiment of the present disclosure is executed
Method in the above-mentioned function that limits.
It should be noted that the above-mentioned computer-readable medium of the disclosure can be computer-readable signal media or meter
Calculation machine readable storage medium storing program for executing either the two any combination.Computer readable storage medium for example can be --- but not
Be limited to --- electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor system, device or device, or any above combination.Meter
The more specific example of calculation machine readable storage medium storing program for executing can include but is not limited to: have the electrical connection, just of one or more conducting wires
Taking formula computer disk, hard disk, random access storage device (RAM), read-only memory (ROM), erasable type may be programmed read-only storage
Device (EPROM or flash memory), optical fiber, portable compact disc read-only memory (CD-ROM), light storage device, magnetic memory device,
Or above-mentioned any appropriate combination.In the disclosure, computer readable storage medium can be it is any include or storage journey
The tangible medium of sequence, the program can be commanded execution system, device or device use or in connection.And at this
In open, computer-readable signal media may include in a base band or as the data-signal that carrier wave a part is propagated,
In carry computer-readable program code.The data-signal of this propagation can take various forms, including but not limited to
Electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be computer-readable and deposit
Any computer-readable medium other than storage media, the computer-readable signal media can send, propagate or transmit and be used for
By the use of instruction execution system, device or device or program in connection.Include on computer-readable medium
Program code can transmit with any suitable medium, including but not limited to: electric wire, optical cable, RF (radio frequency) etc. are above-mentioned
Any appropriate combination.
Above-mentioned computer-readable medium can be included in above-mentioned terminal or server；It is also possible to individualism,
And without in the supplying server.
Above-mentioned computer-readable medium carries one or more program, when said one or multiple programs are by the end
When end or server execute, so that the server: according to the historical data of user client, determine user's active time section,
In, the historical data includes at least one of history run situation, equipment receipt situation and notification triggers unlatching situation
Categorical data；In user's active time section, information notice is sent to user.
The calculating of the operation for executing the disclosure can be write with one or more programming languages or combinations thereof
Machine program code, above procedure design language include object oriented program language-such as Java, Smalltalk, C+
+, it further include conventional procedural programming language-such as " C " language or similar programming language.Program code can
Fully to execute, partly execute on the user computer on the user computer, be executed as an independent software package,
Part executes on the remote computer or executes on a remote computer or server completely on the user computer for part.
In situations involving remote computers, remote computer can pass through the network of any kind --- including local area network (LAN)
Or wide area network (WAN)-is connected to subscriber computer, or, it may be connected to outer computer (such as utilize Internet service
Provider is connected by internet).
Flow chart and block diagram in attached drawing are illustrated according to the system of the various embodiments of the disclosure, method and computer journey
The architecture, function and operation in the cards of sequence product.In this regard, each box in flowchart or block diagram can generation
A part of one module, program segment or code of table, a part of the module, program segment or code include one or more use
The executable instruction of the logic function as defined in realizing.It should also be noted that in some implementations as replacements, being marked in box
The function of note can also occur in a different order than that indicated in the drawings.For example, two boxes succeedingly indicated are actually
It can be basically executed in parallel, they can also be executed in the opposite order sometimes, and this depends on the function involved.Also it to infuse
Meaning, the combination of each box in block diagram and or flow chart and the box in block diagram and or flow chart can be with holding
The dedicated hardware based system of functions or operations as defined in row is realized, or can use specialized hardware and computer instruction
Combination realize.
Being described in unit involved in the embodiment of the present disclosure can be realized by way of software, can also be by hard
The mode of part is realized.Wherein, the title of unit does not constitute the restriction to the unit itself under certain conditions.
Embodiment eight
The embodiment of the present disclosure eight additionally provides a kind of computer readable storage medium, is stored thereon with computer program, should
Program realizes that the information provided such as the embodiment of the present disclosure one notifies opportunity really when being executed by the determining device on information notice opportunity
Method is determined, this method comprises: determining user's active time section according to the historical data of user client, wherein the history number
According to including at least one of history run situation, equipment receipt situation and notification triggers unlatching situation categorical data；Institute
User's active time section is stated, sends information notice to user.
Certainly, a kind of computer readable storage medium provided by the embodiment of the present disclosure, the computer program stored thereon
It is performed and is not limited to realize method operation as described above, can also realize Zixuntong provided by disclosure any embodiment
Know the relevant operation in the determination method on opportunity.
By the description above with respect to embodiment, it is apparent to those skilled in the art that, the disclosure
It can be realized by software and required common hardware, naturally it is also possible to which by hardware realization, but in many cases, the former is more
Good embodiment.Based on this understanding, the technical solution of the disclosure substantially in other words contributes to the prior art
Part can be embodied in the form of software products, which can store in computer readable storage medium
In, floppy disk, read-only memory (Read-Only Memory, ROM), random access memory (Random such as computer
Access Memory, RAM), flash memory (FLASH), hard disk or CD etc., including some instructions are with so that a computer is set
Standby (can be personal computer, server or the network equipment etc.) executes method described in each embodiment of the disclosure.
It is worth noting that, in the embodiment of the determining device on above-mentioned information notice opportunity, included each unit and
Module is only divided according to the functional logic, but is not limited to the above division, as long as corresponding functions can be realized
?；In addition, the specific name of each functional unit is also only for convenience of distinguishing each other, it is not limited to the protection of the disclosure
Range.
Above description is only the preferred embodiment of the disclosure and the explanation to institute's application technology principle.Those skilled in the art
Member is it should be appreciated that the open scope involved in the disclosure, however it is not limited to technology made of the specific combination of above-mentioned technical characteristic
Scheme, while should also cover in the case where not departing from design disclosed above, it is carried out by above-mentioned technical characteristic or its equivalent feature
Any combination and the other technical solutions formed.Such as features described above has similar function with (but being not limited to) disclosed in the disclosure
Can technical characteristic replaced mutually and the technical solution that is formed.
Claims (11)
1. a kind of determination method on information notice opportunity characterized by comprising
According to the historical data of user client, user's active time section is determined, wherein the historical data includes history run
At least one of situation, equipment receipt situation and notification triggers unlatching situation categorical data；
In user's active time section, information notice is sent to user.
2. the method according to claim 1, wherein determining and using according to the history run situation of user client
Family active time section, comprising:
According to the temporal regularity in the history run situation, at least two candidate time sections are determined；
According to the open frequency and/or opening time of client described in at least two candidate times section, determine that user is living
It jumps the period.
3. the method according to claim 1, wherein determining and using according to the equipment receipt situation of user client
Family active time section, comprising:
According to the temporal regularity in the equipment receipt situation, at least two candidate time sections are determined；
According to the receipt success rate of equipment in at least two candidate times section, user's active time section is determined.
4. the method according to claim 1, wherein opening situation according to the notification triggers of user client, really
Determine user's active time section, comprising:
According to the temporal regularity in the notification triggers unlatching situation, at least two candidate time sections are determined；
The number and/or opening time for opening the client are clicked according to user in at least two candidate times section, really
Determine user's active time section.
5. the method according to claim 1, wherein determining that user is living according to the historical data of user client
Before the jump period, further includes:
Using sample data, initial machine learning model is trained, obtains time prediction model, wherein sample data packet
Include at least one of sample history run situation, sample device receipt situation and sample notification triggers unlatching situation number of types
According to.
6. according to the method described in claim 5, it is characterized in that, determining that user is living according to the historical data of user client
It jumps the period, comprising:
The historical data of the user client is input in the time prediction model, user's active time is obtained
Section, wherein the type of the historical data is identical as the sample data type of the training time prediction model.
7. the method according to claim 1, wherein determining that user is living according to the historical data of user client
It jumps the period, comprising:
The history run situation of the user client is input in first time prediction model, when obtaining the first user and enlivening
Between section；
The equipment receipt situation of the user client is input in the second time prediction model, when obtaining second user and enlivening
Between section；
The notification triggers of the user client are opened situation to be input in third time prediction model, it is living to obtain third user
It jumps the period；
According to the first user active time section, second user active time section and third user's active time section, determine
User's active time section；
Wherein, the first time prediction model, the second time prediction model and third time prediction model are basis respectively
Sample history run situation, sample device receipt situation and sample notification triggers open what situation training obtained.
8. the method according to the description of claim 7 is characterized in that according to the first user active time section, second user
Active time section and third user's active time section, determine user's active time section, comprising:
According between the first user active time section, second user active time section and third user's active time section
Registration, determine user's active time section.
9. a kind of determining device on information notice opportunity characterized by comprising
Period determining module determines user's active time section, wherein described for the historical data according to user client
Historical data includes at least one of history run situation, equipment receipt situation and notification triggers unlatching situation number of types
According to；
Information notifies sending module, for sending information notice to user in user's active time section.
10. a kind of server, which is characterized in that the server includes:
One or more processors；
Memory, for storing one or more programs；
When one or more of programs are executed by one or more of processors, so that one or more of processors are real
Now such as the determination method on information described in any one of claims 1-8 notice opportunity.
11. a kind of readable medium, is stored thereon with computer program, which is characterized in that the realization when program is executed by processor
Such as the determination method on information described in any one of claims 1-8 notice opportunity.
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