CN106649066A

CN106649066A - Recommendation method and recommendation server of controls to be monitored in applications

Info

Publication number: CN106649066A
Application number: CN201611167889.8A
Authority: CN
Inventors: 潘柏信; 卢健; 李伟强
Original assignee: Tengyun Tianyu Technology (beijing) Co Ltd
Current assignee: Tengyun Tianyu Technology (beijing) Co Ltd
Priority date: 2016-12-16
Filing date: 2016-12-16
Publication date: 2017-05-10
Anticipated expiration: 2036-12-16
Also published as: CN106649066B

Abstract

The invention discloses a recommendation method and recommendation server of controls to be monitored in applications. The recommendation server is in communicating connection with client-sides, the applications run on the client-sides, and the recommendation server further comprises a data storage device. The method comprises the steps that multiple page information of the applications is obtained from the data storage device and is processed to obtain page identifiers of characteristic pages; according to the page identifiers of characteristic pages, multiple control information relevant with the page identifiers is retrieved from the data storage device, and the multiple retrieved control information is processed to obtain first controls to be monitored; the multiple control information of the applications is obtained from the data storage device and is processed to obtain characteristic controls to serve as second controls to be monitored; the first controls to be monitored and the second controls to be monitored are combined to form to-be-monitored controls to be recommended.

Description

A kind of recommendation method and recommendation server of control to be monitored in application

Technical field

The present invention relates to Internet technical field, the recommendation method of control to be monitored and recommendation in more particularly to a kind of application Server.

Background technology

With the continuous development of Internet technology and hardware technology, increasing people begins to use such as smart mobile phone, puts down The mobile terminal devices such as plate computer.Meanwhile, the widely available of mobile Internet promotes the development of Mobile solution swifter and more violent, user By using all kinds of Mobile solutions installed on mobile terminal, the Activities such as read, chatted, being done shopping.In order to further Lift Consumer's Experience, there is provided more preferable Mobile solution, it is to be understood that user is to the service condition of Mobile solution to improve application Performance.

Existing user data acquisition method mostly is two kinds, and one kind is manually to bury a little, i.e., artificially defined by developer Statistic logic corresponding to control, and the statistic logic is write in the corresponding code of the control.Another kind is to bury automatically a little, no Need to be that control to be monitored is write and buries point code in the source file of application, but by the interface provided using corresponding server, Control to be monitored is selected in the application configuration file is set, and control to be monitored is associated with exterior arrangement file.However, on Two kinds of user data acquisition methods are stated, is required to developer to select control to be monitored, for unfamiliar developer, It may not in advance know and monitor which control, wherein bury a little, and the mode for monitoring all controls will undoubtedly cause money Source wastes the accumulation with a large amount of hashes.

The content of the invention

For this purpose, the present invention provides a kind of technical scheme of the recommendation of control to be monitored in application, to try hard to solve or extremely Alleviate the problem for existing above less.

According to an aspect of the present invention, there is provided a kind of recommendation method of control to be monitored in application, it is suitable to recommending clothes Perform in business device, the recommendation server is connected with each client communication, described application is run in each client, the recommendation Server also include data storage device, be stored with each client identification in the data storage device, and with the client End mark stores in association multiple page infos and multiple control informations of the application, and the page info includes described answering The page iden-tity and the page of a page uses time length ratio, the control information to include the page that the control is resided within in Page iden-tity, the control title of the control and the average number of clicks of control, the method comprises the steps：Deposit from the data Multiple page infos of the application are obtained in storage equipment, and it is processed to obtain the page iden-tity of characteristics page；Root According to the page iden-tity of the characteristics page, multiple control informations associated there are retrieved from the data storage device, it is right The multiple control informations for being retrieved are processed, and obtain the first control to be monitored；Institute is obtained from the data storage device Multiple control informations of application are stated, and it is processed to obtain feature control as the second control to be monitored；And combination First control to be monitored and the second control to be monitored are forming the control to be monitored to be recommended.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the page is page using time length ratio There is the ratio of duration with the page in face stay time.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the average number of clicks of control is There is the ratio of duration with control in control number of clicks.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the characteristics page includes normal With, including the page iden-tity for obtaining the conventional page, the acquisition is normal the step of the page, the page iden-tity of the acquisition characteristics page The step of with the page iden-tity of the page, includes：The quantity of different page iden-tities in the application is counted, if the page iden-tity Quantity be less than first page amount threshold, then all page iden-tities are set to the page iden-tity of the conventional page.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, described acquisition commonly uses the page The step of page iden-tity, also includes：If the quantity of the page iden-tity is not less than first page amount threshold, accumulative to have The page in the page info being associated with each client identification of same page mark uses duration, to obtain each page The page of mark corresponding page uses total duration ratio；If the quantity of the page iden-tity not less than first page amount threshold and No more than second page amount threshold, then obtain the page and use the page that the most long front L page iden-tity of total duration is the conventional page Face identifies, and wherein L is not less than the integer of first page amount threshold.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, described acquisition commonly uses the page The step of page iden-tity, also includes：If the quantity of the page iden-tity is more than second page amount threshold, obtaining the page makes With the page iden-tity that the most long front M page iden-tity of total duration is the conventional page, wherein M be more than first page amount threshold and Less than the integer of second page amount threshold.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the page info includes new Increase page marks, the characteristics page includes new added pages, include the step of the page iden-tity of the acquisition characteristics page obtaining The step of page iden-tity of new added pages, page iden-tity of the acquisition new added pages, includes：Judge each page in the application The new added pages of information mark whether as 1；If the new added pages are labeled as 1, the new added pages mark is obtained corresponding Page iden-tity is the page iden-tity of new added pages.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the page info include be It is no for leave using when the corresponding page mark and leave and apply duration, the characteristics page leaves page including Chang Xuan The step of face, page iden-tity of the acquisition characteristics page, leaves the page iden-tity of the page including Chang Xuan is obtained, and the acquisition is normal The step of page iden-tity of the page is left in choosing includes：For same page iden-tity, the page corresponding to the page iden-tity is counted Leave and apply total duration；And will leave and be set to Chang Xuan using the page iden-tity of the most long top n page of total duration and leave The page iden-tity of the page, wherein N are the integer not less than 1；Wherein, statistics the leaving corresponding to the page of the page iden-tity The step of using total duration, includes：In for the plurality of page info, the page info with the page iden-tity, if whether For leave using when the corresponding page mark indicate the page for leave using when the corresponding page, then will be with each client mark Leaving in the page info of sensible association is overlapped using duration, and to obtain leaving for the page total duration is applied.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, according to the page of characteristics page Mark, retrieves multiple control informations associated with it from data storage device, and the multiple control informations to being retrieved are carried out The step of process, the first control to be monitored of acquisition, includes：According to the page iden-tity of characteristics page, retrieve from data storage device The average number of clicks of control of each control in multiple control informations associated with it；For the page mark of each characteristics page Know, add up to be associated with respectively and each control with identical control title the average number of clicks of control, to obtain each feature The average number of clicks summation of the control of each control in the page, obtains the average number of clicks of control with each control in this feature page The minimum and maximum front P of summation corresponding control title, using the corresponding control of control title as the first control to be monitored, Wherein P is the integer not less than 1.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the feature control includes frequency Numerous click control, the acquisition feature control frequently click on control as the as including obtaining the step of the second control to be monitored Two controls to be monitored, include the step of the acquisition frequently clicks on control as the second control to be monitored：It is accumulative that there is identical control The average number of clicks of control in the control information of part title, is averagely clicked on secondary with the control for obtaining each control title correspondence control Number summation；Front Q maximum corresponding control title of the average number of clicks summation of control is obtained, the control title is corresponding Frequently to click on control, using the frequent click control as the second control to be monitored, wherein Q is the integer not less than 1 to control.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the control information include be It is no for leave using when the mark of control clicked on and leave control number of clicks, the feature control leaves control including Chang Xuan Part, the acquisition feature control leaves control as the second control to be monitored as the step of the second control to be monitored including Chang Xuan Part, includes the step of the acquisition Chang Xuan leaves control as the second control to be monitored：For same control title, it is right to count The control of the Ying Yuyu control titles leaves control number of clicks summation；And control number of clicks summation maximum is left in acquisition The corresponding control title of front R, the corresponding control of the control title leaves control, the Chang Xuan left into control for Chang Xuan Used as the second control to be monitored, wherein R is the integer not less than 1 to part；Wherein, the statistics is corresponding to the control with the control title The control number of clicks summation of leaving of part includes：In for the plurality of control information, the control information with the control title, If it is described be whether leave using when the mark of control clicked on indicate the control be leave using when the control clicked on, Control number of clicks will be left to be overlapped, with obtain the control control number of clicks summation will be left.

Alternatively, also include in the recommendation method of control to be monitored in application according to the present invention：Deposit from the data Multiple page infos and control information of the application are obtained in storage equipment, and it is processed to obtain control click group Close, the control is clicked on the control in combination as the 3rd control to be monitored；Combine the first control to be monitored, second to be monitored Control and the 3rd control to be monitored are forming the control to be monitored to be recommended.

Alternatively, in application according to the present invention in the recommendation method of control to be monitored, the page info includes page Face stops the beginning and ending time, and the control information includes that control clicks on the time, and the acquisition control clicks on combination, by the control point The step of control hit in combination is as three controls to be monitored includes：To each page iden-tity, respectively will be associated with it The control click time in control information is ranked up by order from small to large, and to obtain corresponding control time sequence is clicked on Row；Respectively the beginning and ending time is stopped according to the multiple pages associated with the page iden-tity, click in time series from above-mentioned control and select Go out the control stopped in the beginning and ending time in each page and click on time series；The control that each page was stopped in the beginning and ending time is clicked on Time series, obtains successively the time interval maximum in an adjacent control click time per S, if between the maximum time Every no more than time interval threshold value, then the S adjacent control is clicked on into time corresponding control title and form control title sequence Row, and the occurrence number of the control title sequence is added 1, wherein S is the integer not less than 3；If the control title sequence The occurrence number of row is more than occurrence number threshold value, then obtain the corresponding control of each control title in the control title sequence with shape Click on into control and combine, the control is clicked on the control in combination as the 3rd control to be monitored.

Alternatively, also include in the recommendation method of control to be monitored in application according to the present invention：Receive each client The client identification of transmission and to it is described apply related page info and control information；Retrieve from the data storage device Page iden-tity in each page info, the new added pages mark in the page info corresponding to the page iden-tity not retrieved is put For 1；With the page iden-tity as association identification, the client identification, page info and control information are stored in association In the data storage device.

According to a further aspect of the invention, there is provided a kind of recommendation server, including data storage device, processing module, First recommending module, the second recommending module and composite module.Wherein, data storage device is stored with each client identification, and With the multiple page infos and multiple control informations that the client identification stores in association the application, the page info Time length ratio, the control information is used to be resident including the control including the page iden-tity and the page of a page in the application The page iden-tity of the page therein, the control title of the control and the average number of clicks of control；Processing module is suitable to from the number According to obtaining multiple page infos of the application in storage device, and it is processed to obtain the page mark of characteristics page Know；First acquisition module is suitable to the page iden-tity according to the characteristics page, retrieval and its phase from the data storage device Multiple control informations of association, the multiple control informations to being retrieved are processed, and obtain the first control to be monitored；Second obtains Delivery block is suitable to from the data storage device obtain multiple control informations of the application, and it is processed to obtain Feature control is used as the second control to be monitored；Composite module is suitable to combine the first control to be monitored and the second control to be monitored with shape Into the control to be monitored to be recommended.

The technical scheme of the recommendation of control to be monitored in application according to the present invention, the multiple page infos for first corresponding to Processed, obtained the page iden-tity of characteristics page, then the control information of above-mentioned page iden-tity association is processed, obtained the One control to be monitored, is then processed to obtain feature control multiple control informations in application, and features described above control is made For the second control to be monitored, the first control to be monitored and the second control to be monitored are finally combined to form the control to be monitored to be recommended Part.In above-mentioned technical proposal, characteristics page includes that the page is left in the conventional page, new added pages and often choosing, and feature control includes Frequent control of clicking on leaves control with often selecting, and then employs different places in the different characteristics page of acquisition and feature control Reason means.Meanwhile, also page info and control information are processed and is clicked on combination to obtain control, introduce control click group Control in conjunction is recommended as the 3rd control to be monitored, realizes from the corresponding control to be monitored of different dimensions acquisition and pushes away Recommend to developer, not only ensure the accuracy of recommended control, also without developer control to be monitored is voluntarily selected, Avoid the wasting of resources and the hash accumulation for monitoring that all controls are caused because being difficult to the control that selection should be monitored.

Description of the drawings

In order to realize above-mentioned and related purpose, some illustrative sides are described herein in conjunction with explained below and accompanying drawing Face, these aspects indicate various modes that can be to put into practice principles disclosed herein, and all aspects and its equivalent aspect It is intended to fall under in the range of theme required for protection.By being read in conjunction with the accompanying detailed description below, the disclosure it is above-mentioned And other purposes, feature and advantage will be apparent from.Throughout the disclosure, identical reference generally refers to identical Part or element.

Fig. 1 shows the schematic diagram of control commending system 100 to be monitored according to an embodiment of the invention；

Fig. 2 shows the flow chart of the recommendation method 200 of control to be monitored in application according to an embodiment of the invention；

The flow process of the recommendation method 300 of control to be monitored in the application that Fig. 3 shows according to another embodiment of the invention Figure；

Fig. 4 shows the schematic diagram of recommendation server according to an embodiment of the invention 400；

Fig. 5 shows the schematic diagram of the recommendation server 500 according to another embodiment of the invention；And

Fig. 6 shows the schematic diagram of the recommendation server 600 according to another embodiment of the invention.

Specific embodiment

The exemplary embodiment of the disclosure is more fully described below with reference to accompanying drawings.Although showing the disclosure in accompanying drawing Exemplary embodiment, it being understood, however, that may be realized in various forms the disclosure and should not be by embodiments set forth here Limited.On the contrary, there is provided these embodiments are able to be best understood from the disclosure, and can be by the scope of the present disclosure Complete conveys to those skilled in the art.

Fig. 1 shows the schematic diagram of control commending system 100 to be monitored according to an embodiment of the invention.Should refer to Go out, the control systems to be monitored 100 in Fig. 1 are only exemplary, in specific practice situation, control systems to be monitored 100 In can have the recommendation server and client of varying number, the present invention takes to recommendation included in control systems to be monitored The quantity of business device and client is not limited.As shown in figure 1, control systems to be monitored 100 include the He of recommendation server 400 3 clients 110～130.Wherein, recommendation server 400 is communicated to connect respectively with client 110～130, and client 110～ 130 is mobile terminal, can be smart mobile phone, panel computer etc., but not limited to this.It is mounted in client 110～130 same One applies A, and each client is by carrying out burying a little to realize control monitoring using all of control in A, obtaining and control in advance Related control information, and obtain and the page info using each page in A, finally respectively by its client identification, page letter Breath and control information are sent to recommendation server 400.Specifically, page info includes the page mark of a page in above-mentioned application Know and the page uses time length ratio, control information to include page iden-tity, the control of the control of the page that the control is resided within Title and the average number of clicks of control.Recommendation server 400 by the client identification received from client 110～130 and on State and be stored in data storage device (not shown) using related page info and control information, and it is carried out accordingly Process to obtain the control to be monitored to be recommended.

Fig. 2 shows the flow chart of the recommendation method 200 of control to be monitored in application according to an embodiment of the invention. The recommendation method 200 of control to be monitored is suitable at recommendation server 400 (such as the recommendation server 400 shown in Fig. 1) using in Middle execution.

As shown in Fig. 2 method 200 starts from step S210.In step S210, application is obtained from data storage device Multiple page infos, and it is processed to obtain the page iden-tity of characteristics page.Characteristics page is referred to a certain extent The page and application between when user uses the application in client with a large amount of interbehaviors, such as user Jing can be reacted The page that increases newly after the page, the client upgrading that often stop, user leave using when current page etc..

According to one embodiment of present invention, characteristics page includes the conventional page, and the conventional page refers to that user should in use Used time can the normal pages for stopping of Jing.According to the embodiment, the page iden-tity of the conventional page can be in the following manner obtained. First, in statistics application different page iden-tities quantity, if the quantity of page iden-tity is less than first page amount threshold, will All page iden-tities are set to the page iden-tity of the conventional page.Page iden-tity is by the page title and interior views to the page Hierarchical relationship carry out processing a unique hash value of generation, the different pages has different page iden-tities, therefore page The quantity of face mark remains unchanged corresponding to the quantity of the page, but the page iden-tity of each page of same application in different clients It is identical.The application A being resident in client 110～130 includes 30 different pages, for ease of stating and distinguishing, by this The page iden-tity of 30 pages is indicated respectively with A1～A30.For the quantity of page iden-tity is less than first page quantity threshold For the application of value, it is meant that this is using fairly simple, and page quantity is less, thus can by this apply in all pages all Elect the conventional page as, will all page iden-tities be set to the page iden-tity of the conventional page, here first page amount threshold is excellent Elect 5 as.

When then, first page amount threshold being not less than for the quantity of page iden-tity, need from these page marks Select in knowledge a part as commonly use the page page iden-tity, if do not selected in right amount using whole page iden-tities all as The page iden-tity of the conventional page, then can cause such page iden-tity quantity excessive, and only the later stage does not process and brings larger calculating Complexity, it is also difficult to embody the conventional page implication of itself.Therefore, if the quantity of page iden-tity is not less than first page number Amount threshold value, the then page for adding up in the page info being associated with each client identification with same page mark is used Duration, with the page for obtaining each page iden-tity corresponding page total duration ratio is used.Table 1 is shown according to one embodiment of the invention Page info and client identification associated storage example, page info includes that page iden-tity and the page use time length ratio, has Body is as follows：

Table 1

As shown in table 1, client identification has 20160001,20160002 and 20160003, respectively correspond to client 110, 120 and 130.There is the ratio of duration using time length ratio in the page, for page stay time and the page with page mark in client 110 Knowing carries out the calculating process explanation that the page uses time length ratio as a example by the page for A1.For the application A of client 110, On October 20th, 2016 increased " homepage " this page, and the page iden-tity of " homepage " is A1, then be on November 20th, 2016 Only, it is 36000 in the page stay time that " homepage " residence time is 36000 seconds, i.e. " homepage " when user is using using A Second, a length of 31 days in the presence of the page, then the page is 36000/31 using time length ratio.Wherein, page stay time is page presence In duration, the summation of each page time of staying section.Page time of staying section is to deduct the page by page time departure to enter fashionable Between draw.

Below explanation obtains the process of page entry time and page time departure by taking iOS system as an example.In iOS system system In system, the container of each page is UIViewController types or inherits type in UIViewController, During into the page, iOS system has two conventional callback methods, i.e. ,-(void) viewWillAppear:(BOO L) Animated and-(void) viewDidAppear:(BOOL) animated, to UIViewController one is added Category classes monitor the two methods by using the Swizzling dynamics of Runtime processing snoop logic.Leave During the page, iOS system also has two with corresponding conventional callback method, i.e. ,-(void) when entering the page viewWillDisappear:(BOOL) animated and-(void) viewDidDis appear:(BOOL)animated.By Can in time know when all pages of Category classes are in loading, and current page can also be got UIViewController objects, therefore the entry time and time departure of the page can be obtained by Extension.

Because the quantity using the page iden-tity in A is 30, more than first page amount threshold, it is therefore desirable to accumulative to have The page in the page info being associated with client identification of same page mark uses duration, to obtain each page iden-tity The page of corresponding page uses total duration ratio.Such as page iden-tity A1, accumulative and client identification 20160001, The page in 20160002 and 20160003 associated page infos uses duration, will 36000/31,34500/31 and 29800/31 is added up, and is obtained 110300/31 and is used total duration ratio as the page of page iden-tity A1 corresponding page.According to this One processing method, and then the page of acquisition page iden-tity A2～A30 corresponding pages uses total duration.Getting page iden-tity A1 The page of～A30 corresponding pages judges the quantity of page iden-tity and the size of second page amount threshold using after total duration.It is right It is not less than first page amount threshold and no more than for the application of second page amount threshold in the quantity of page iden-tity, meaning This application and there is certain complexity, page quantity is moderate, and for the quantity of page iden-tity is more than second page quantity For the application of threshold value, it is meant that this applies complex, and page quantity is more, therefore second page amount threshold can be with letter Singly define the complexity of an application.Preferably, second page amount threshold is set to 15.If the quantity of page iden-tity Not less than first page amount threshold and no more than second page amount threshold, then obtain the page and use the most long front L of total duration Individual page iden-tity is the page iden-tity of the conventional page, and wherein L is not less than the integer of first page amount threshold；If page mark The quantity of knowledge is more than second page amount threshold, then it is conventional page to obtain the page using the most long front M page iden-tity of total duration The page iden-tity in face, wherein M are more than first page amount threshold and less than the integer of second page amount threshold.According to the reality Mode is applied, L is preferably 5, M and is preferably 10, because the quantity of page iden-tity is 30, more than second page amount threshold, therefore obtained Take the page iden-tity that most long front 10 page iden-tities of page total duration are the conventional page, its be followed successively by A3, A5, A1, A26, A8, A13, A7, A10, A22 and A18.

According to still another embodiment of the invention, page info is also marked including new added pages, and characteristics page also includes new Insert face.New added pages refer to that application upgrade is to after redaction in client, the page newly increased compared with original version, wherein can Can cover has some New functions, therefore as characteristics page is also necessary using new added pages.If page is new Insert face is labeled as 1, then illustrate that the page is new added pages, if the new added pages of a page are labeled as 0, illustrates the page Face is not new added pages.According to the embodiment, the page iden-tity of new added pages can be in the following manner obtained.First, The new added pages of each page info mark whether as 1 in judging to apply.Table 2 shows the page according to another embodiment of the invention The associated storage example of surface information and client identification, page info includes that page iden-tity, the page use time length ratio and new insert Face marks, specific as follows shown：

Table 2

As shown in table 2, in the page info of the corresponding page of page iden-tity A1, new added pages mark is 0, instruction page The corresponding pages of mark A1 are not new added pages, and in the page info of the corresponding page of page iden-tity A2, new added pages mark 1 is, then shows that the corresponding page of page iden-tity A2 is new added pages.Further, if new added pages are labeled as 1, obtaining should New added pages mark the page iden-tity that corresponding page iden-tity is new added pages, so as to the page iden-tity for understanding new added pages is A2。

According to still another embodiment of the invention, page info also include whether for leave using when the corresponding page mark Remember and leave and apply duration, characteristics page also leaves the page including Chang Xuan.If the user while answering in using client Used time, Jing often leaves the application from certain page, then this page is Chang Xuan and leaves the page.

According to the embodiment, the page iden-tity that Chang Xuan leaves the page can be in the following manner obtained.For same Individual page iden-tity, statistics applies total duration corresponding to the leaving for the page of the page iden-tity, comprises the following steps that：Firstly, for In multiple page infos, the page info with the page iden-tity, if be whether leave using when the corresponding page mark Indicate the page for leave using when the corresponding page, then in the page info that will be associated with each client identification leaving answer It is overlapped with duration, to obtain leaving for the page total duration is applied.Wherein, if be whether leave using when correspondence Page marks be 1, then its indicate the page corresponding to the page iden-tity for leave using when the corresponding page, if being whether Leave using when corresponding page marks be 0, then its indicate corresponding to the page iden-tity the page be not leave using when correspondence The page.Table 3 shows the associated storage example of the page info according to another embodiment of the invention and client identification, page Surface information include page iden-tity, the page be using time length ratio, whether leave using when the corresponding page mark and leave application Duration, it is specific as follows shown：

Table 3

As shown in table 3, for page iden-tity A16, the page info with the page iden-tity is including client identification 20160001st, 20160002 page info associated with 20160003, and in these page infos, if for leave using when pair The mark of the page answered is 1, the corresponding pages of instruction page mark A16 for leave using when the corresponding page.Now, will be with Leaving in the associated page info of client identification 20160001,20160002 and 20160003 is carried out using duration Superposition, 134.45,121.63 and 100.27 will be overlapped summation, be using total duration to obtain leaving for the page 356.35 hour.For other page iden-tities in table 3, statistics applies total duration corresponding to the leaving for the page of the page iden-tity, Can obtain page iden-tity A7, A11 and the page corresponding to A22 leave using total duration be respectively 328.14 hours, it is 379.68 little When and 342.55 hours, and the page corresponding to page iden-tity A1～A6, A8～A10, A12～A15, A17～A21 and A23～A30 Face be not leave using when the corresponding page, be associated with client identification 20160001,20160002 and 20160003 Leaving in page info is 0 using duration.

Finally, will leave and be set to the page that Chang Xuan leaves the page using the page iden-tity of the most long top n page of total duration Face identifies, and wherein N is the integer not less than 1.According to the embodiment, N is preferably 2, leaves using total duration temporally length Order be arranged as 379.68 hours, 356.35 hours, 342.55 hours and 328.14 hours, corresponding page iden-tity is followed successively by A11, A16, A22 and A7, by page iden-tity A11 and A16 left using most long front 2 pages of total duration be set to Chang Xuan from Open the page iden-tity of the page.

After the page iden-tity of the features described above page gets, into step S220, according to what is obtained in step S210 The page iden-tity of characteristics page, retrieves multiple control informations associated there, to what is retrieved from data storage device Multiple control informations are processed, and obtain control to be monitored.

Because each characteristics page includes multiple controls, it is therefore desirable to therefrom select suitable control as control to be monitored Part, such as can select user's control that Jing is often clicked in characteristics page etc..According to one embodiment of present invention, can be with Following manner is selecting control to be monitored.First, according to the page iden-tity of characteristics page, retrieve and it from data storage device The average number of clicks of control of each control in multiple control informations of association.Table 4 shows according to an embodiment of the invention The associated storage example of control information and client identification in one characteristics page, control information is resident it including the control In the page iden-tity of the page, the control title of the control and the average number of clicks of control, it is specific as follows shown in：

Page iden-tity	Client identification	Control title	The average number of clicks (times/day) of control
				A1	20160001	T1	37800/31
A1	20160002	T1	36500/31
				A1	20160003	T1	30100/31
A1	20160001	T2	45200/31
				A1	20160002	T2	43300/31
A1	20160003	T2	42100/31
				A1	20160001	T3	37500/31
A1	20160002	T3	31100/31
				A1	20160003	T3	28600/31
……	……	……	……
				A1	20160001	T25	38900/31
A1	20160002	T25	40200/31
				A1	20160003	T25	40600/31
……	……	……	……
				A1	20160001	T50	17800/31
A1	20160002	T50	26900/31
				A1	20160003	T50	20200/31

Table 4

The corresponding page of page iden-tity A1 is characterized the conventional page in the page, as shown in table 4, in the page 50 is populated with Individual control, control title is represented respectively with T1～T50.Client identification has 20160001,20160002 and 20160003, respectively Correspondence client 110,120 and 130, for each control title, is respectively associated each client identification that is stored with corresponding The average number of clicks of control.The average number of clicks of control is the ratio that control number of clicks and control have duration, below with visitor In family end 110 as a example by control of the page iden-tity for the entitled T1 of control in the page of A1, the calculating to the average number of clicks of control Process is illustrated.In the application A of client 110, the page iden-tity of " homepage " is A1, then entitled to control in " homepage " For the control of T1, from November 20,20 days to 2016 October in 2016, altogether 37800 times, i.e. control are clicked by user Number of clicks is 37800 times, and a length of 31 days in the presence of control, then the average number of clicks of control is 357800/31.

Then, for the page iden-tity of each characteristics page, add up to be associated with and with identical control title respectively Each control the average number of clicks of control, to obtain each characteristics page in each control the average number of clicks summation of control, obtain Take the front P minimum and maximum with the average number of clicks summation of the control of each control in this feature page corresponding control mark Topic, using the corresponding control of control title as control to be monitored, wherein P is the integer not less than 1.According to present embodiment, P is excellent Elect 5 as.As shown in Table 4, for the corresponding characteristics page of page iden-tity A1, with client identification 20160001,20160002 37800/31,36500/ is respectively with the average number of clicks of control of 20160003 associated, the entitled T1 of control controls 31 and 30100/31, by 37800/31,36500/31 and 30100/31 it is accumulative can obtain in the corresponding characteristics page of page iden-tity A1, The average number of clicks summation of control of the control of the entitled T1 of control is 104400/31.To the corresponding feature page of page iden-tity A1 Face, calculates respectively the average number of clicks summation of control of the control of the entitled T2～T50 of control.The entitled T1 of acquisition control～ Control title corresponding to minimum and maximum first 5 of the average number of clicks summation of control of the control of T50, control is averagely clicked on First 5 maximum corresponding control titles of number of times summation are followed successively by T2, T25, T36, T11 and T1, minimum front 5 correspondences control Title is followed successively by T43, T18, T50, T27 and T10, finally using this corresponding control of 10 control titles as control to be monitored. According to one embodiment of present invention, the page iden-tity of the conventional page in characteristics page is in addition to A1, also including A3, A5, A7, A8, A10, A13, A18, A22 and A26, the page iden-tity of new added pages includes A2, and Chang Xuan leaves the page iden-tity of the page to be included A11 and A16, the acquisition operation of above-mentioned control to be monitored is performed respectively to the corresponding characteristics page of these page iden-tities, to obtain Take the control to be monitored for being suitable to recommend in each characteristics page.

Next, in step S230, multiple control informations of application are obtained from data storage device, and it is carried out Process to obtain feature control as control to be monitored.Feature control is referred to and can react that to a certain extent user uses client There is the control of a large amount of interbehaviors and application between, such as control that user Jing is often clicked on, user leave during application in end Using when controls for often clicking on of Jing etc..

According to one embodiment of present invention, feature control includes frequently clicking on control, frequently clicks on control and refers to user In the control often clicked on using meeting Jing when applying.According to the embodiment, can obtain in the following manner frequently click on control Part is used as control to be monitored.First, the average number of clicks of control for adding up in the control information with identical control title, to obtain Obtain the average number of clicks summation of control of each control title correspondence control.Table 5 shows control according to an embodiment of the invention The associated storage example of part information and client identification, control information includes the page mark of the page that the control is resided within Knowledge, the control title of the control and the average number of clicks of control, it is specific as follows shown：

Table 5

As shown in table 5, include 30 pages that page iden-tity is A1～A30 using A, control is populated with this 30 pages 600 controls of the entitled T1～T600 of part, it is now desired to select from this 600 controls and frequently click on control as to be monitored Control.As shown in Table 5, for control title T1, it is associated with client identification 20160001,20160002 and 20160003 Control information in the average number of clicks of control be respectively 37800/31,36500/31 and 30100/31, by 37800/31, The average number of clicks summation of control of the 36500/31 and 30100/31 accumulative control that can obtain the entitled T1 of control is 104400/ 31.Based on this computational methods, the average number of clicks summation of the control of the control of the entitled T2～T600 of control is calculated respectively Out.

Subsequently, front Q maximum corresponding control title of the average number of clicks summation of control, control title correspondence are obtained Control frequently to click on control, will frequently click on control as the second control to be monitored, wherein Q is the integer not less than 1.Root According to present embodiment, Q is preferably 10, and from the control number of clicks summation of the control of the entitled T1～T600 of control maximum is selected First 10 corresponding to control title, this corresponding control of 10 control titles frequently to click on control, by this 10 frequently Control is clicked on as control to be monitored.

According to still another embodiment of the invention, control information also include whether for leave using when the mark of control clicked on Remember and leave control number of clicks, feature control leaves control including Chang Xuan.If the user while using the application in client When, Jing often click on certain control after leave the application, then this control leaves control for Chang Xuan.According to the embodiment, can Chang Xuan is obtained using in the following manner and leaves control as control to be monitored.For same control title, count corresponding to Control number of clicks summation is left with the control of the control title, comprise the following steps that：In for multiple control informations, have The control information of the control title, if be whether leave using when the mark of control clicked on indicate that control is applied to leave when The control of click, then will leave control number of clicks and be overlapped, and with obtain the control control number of clicks summation is left.Its In, if be whether leave using when the mark of control clicked on be, its indicate be corresponding to the control of the control title from Open using when the control clicked on, if be whether leave using when the mark of control clicked on be that it is indicated corresponding to the control The control of part title be not leave using when the control clicked on.Table 6 shows the control letter according to another embodiment of the invention The associated storage example of breath and client identification, control information includes the page iden-tity of the page that the control is resided within, is somebody's turn to do The average number of clicks of the control title of control, control, be whether leave using when the mark of control clicked on and leave control point Number of times is hit, it is specific as follows shown：

Table 6

As shown in table 6, include 30 pages that page iden-tity is A1～A30 using A, control is populated with this 30 pages 600 controls of the entitled T1～T600 of part, it is now desired to select Chang Xuan from this 600 controls and leave control as to be monitored Control.As shown in Table 6, for control title T313, the control information with the control title is including client identification 20160001st, 20160002 control information associated with 20160003, and in these control informations, if apply time point to leave The mark of the control for hitting is 1, illustrate the corresponding controls of control title T313 be leave using when the control clicked on.Now, will Control number of clicks of leaving in the control information being associated with client identification 20160001,20160002 and 20160003 is entered Row superposition, 27700,29900 and 31600 will be overlapped summation, and with obtain the control control number of clicks summation is left For 89200.For other control titles in table 6, in the corresponding control information of control title, if whether being to leave application When the mark of control clicked on be then count correspondence and the control of the control title leave control number of clicks summation, if Be whether leave using when the mark of control clicked on be need not then to carry out any process since because the control does not leave Using when the control clicked on, hence it is evident that it leaves control number of clicks for 0, such as the control of the entitled T1 of control in table 6.

Subsequently, obtain and leave maximum front R corresponding control title of control number of clicks summation, control title correspondence Control leave control for Chang Xuan, Chang Xuan is left control as control to be monitored, wherein R is the integer not less than 1.According to this Embodiment, R is preferably 10, before calculated in the control of the entitled T1～T600 of control for leave using when click on Control leave control number of clicks summation, now obtain and above-mentioned leave front 10 institutes maximum in control number of clicks summation Corresponding control title, this corresponding control of 10 control titles leaves control for Chang Xuan, this 10 Chang Xuan is left into control and is made For control to be monitored.

Finally, into step S240.In step S240, the control to be monitored that combination step S220 and step S230 are obtained To form the control to be monitored to be recommended.Due to what is got in the control to be monitored that gets in step S220 and step S230 Control to be monitored is compared, it is understood that there may be the situation that control repeats, such as what is obtained from normal page selection face in step S220 is to be monitored Control, it is possible to in step S230 obtain frequent click control as control to be monitored duplicate phenomenon.Therefore exist Need to carry out the repetition control in duplicate removal process, i.e. delete step S220 and the control to be monitored obtained in step S230 during combination Part, ultimately forms the control to be monitored to be recommended.

The flow process of the recommendation method 300 of control to be monitored in the application that Fig. 3 shows according to another embodiment of the invention Figure.As shown in figure 3, S210, S220 and S230 the step of method 200 in the step of method 300 S310, S320 and S330 and Fig. 2 Correspond respectively, be consistent, step S340 is otherwise varied with step S240, and increased step S350 newly.

In step S350, multiple page infos and control information of application are obtained from data storage device, and to it Processed and clicked on combination to obtain control, control is clicked on the control in combination as control to be monitored.Wherein, page info Also include that the page is stopped the beginning and ending time, control information also includes that control clicks on the time.If the user while answering in using client Used time, certain page is entered in moment X1, resting state is hereafter kept in the page, subsequently be have left in moment X2 The page, then (X1, X2) is that this user stops the beginning and ending time in the page of the page.If user clicks in the above-mentioned page Certain control, and the moment for clicking on the control is X3, then X3 is the control click event that this user clicks on the control.And control Click on combination, when usually user stops in certain page, the often several controls of adopting consecutive click chemical reaction in intervals Part and the control combination that formed.

According to the embodiment, can in the following manner obtain control and click on combination, control is clicked in combination Control is used as control to be monitored.First, to each page iden-tity, the control in control information associated with it is clicked on respectively Time is ranked up by order from small to large, and to obtain corresponding control time series is clicked on.Such as, page iden-tity A1 is closed Control associated by the client identification 20160001,20160002 and 20160003 of connection, in control information is clicked on the time and is pressed Order sequence from small to large, obtains 3 controls and clicks on time series Y1, Y2 and Y3.Then, respectively according to and the page iden-tity Multiple pages of association stop the beginning and ending time, click on from above-mentioned control and select in time series within each page stop beginning and ending time Control click on time series.For example, the page associated by the client identification 20160001 for associating with page iden-tity A1 is stopped Beginning and ending time amounts to 3, is respectively (11:15:28,11:16:56)、(14:30:08,14:32:04) with (19:42:39,19: 44:14), (11:15:28,11:16:56) represent first page stop page entry time in the beginning and ending time be 11 points 15 minutes 28 seconds, page time departure be 11 points 56 seconds 16 minutes, (14:30:08,14:32:04) represent that second page stops the beginning and ending time Middle page entry time be 14 points 8 seconds 30 minutes, page time departure be 14: 32 parts 4 seconds, (19:42:39,19:44:14) represent 3rd page stop page entry time in the beginning and ending time be 19 points 39 seconds 42 minutes, page time departure is 19: 44 part 14 Second.Beginning and ending time is stopped by above-mentioned 3 pages, is clicked on from control and is selected in time series Y1 in each page stop beginning and ending time Interior control clicks on time series.Accordingly, click on from control and the corresponding control click time is selected in time series Y2 and Y3 Sequence.

Next, clicking on time series to the control that each page was stopped in the beginning and ending time, obtain individual adjacent per S successively Maximum time interval in the control click time, if the time interval of maximum is not more than time interval threshold value, by the S phase Adjacent control clicks on time corresponding control title and forms control title sequence, and adds 1 by the occurrence number of control title sequence, Wherein S is the integer not less than 3.Preferably, S is set to into 3, time interval threshold value is set to 15 seconds, during to clicking on from control Between the control selected in sequence Y1, Y2 and Y3 click on time series, obtain maximum in the control click time adjacent per 3 successively Time interval, when maximum time interval is not more than 15 seconds, this 3 adjacent controls are clicked on into time corresponding control marks Topic forms control title sequence, and adds 1 by the occurrence number of control title sequence.Now, 7 control title sequences are obtained altogether Row, occurrence number is respectively 25,39,18,28,45,21 and 30.Finally, if the occurrence number of control title sequence is more than Existing frequency threshold value, then obtain the corresponding control of each control title in control title sequence and click on combination to form control, by control The control in combination is clicked on as control to be monitored.Preferably, occurrence number threshold value is set to 30, due to only having in occurrence number 39 and 45 meet more than 30 condition, then obtain occurrence number be 39 and 45 corresponding control title sequences in, each control title Corresponding control clicks on combination to form control, and control is clicked on the control in combination as control to be monitored.Further, root Processing method is gone up according to this, respectively each to obtain is processed to the page info and control information of page iden-tity A2～A30 associations Control in the individual page clicks on combination, and control is clicked on the control in combination as control to be monitored.

Finally, in step S340, the control to be monitored that combination step S320, step S330 and step S350 are obtained is with shape Into the control to be monitored to be recommended.Due to can in the control to be monitored that gets in step S320, step S330 and step S350 Can there is the situation that control repeats, such as the control to be monitored obtained from normal page selection face in step S320, it is possible to step In S330 obtain frequent click control as control to be monitored duplicate phenomenon.Therefore need to carry out duplicate removal in combination Process, i.e. repetition control in control to be monitored obtained in delete step S320, step S330 and step S350, most end form Into the control to be monitored to be recommended.

According to still another embodiment of the invention, the page info and control information for storing in data storage device is needs Recommendation server 400 obtains in advance and carries out simply dealt, then recommendation server receives in advance the client that each client sends Number and to using related page info and control information, the page in each page info is retrieved from data storage device in end Mark, by the new added pages mark in the page info corresponding to the page iden-tity not retrieved 1 is set to, and is with page iden-tity Association identification, client numbering, page info and control information are stored in association in data storage device.

Fig. 4 shows the schematic diagram of recommendation server according to an embodiment of the invention 400.As shown in figure 4, recommending clothes Business device 400 includes data storage device 410, processing module 420, the first acquisition module 430, the second acquisition module 440 and combination Module 450.

Data storage device 410 is stored with each client identification, and stores institute in association with the client identification Multiple page infos and multiple control informations of application are stated, the page info includes the page mark of a page in the application Know and the page uses time length ratio, the control information includes the page iden-tity of the page that the control is resided within, the control Control title and the average number of clicks of control.Wherein, page info also include new added pages mark, be whether leave using when pair The mark of the page answered and leave and apply duration, control information also include whether for leave using when the control clicked on Control number of clicks is marked and leaves, the page uses the ratio that time length ratio is that page stay time and the page have duration, control The average number of clicks of part is the ratio that control number of clicks and control have duration.

Processing module 420 is connected with data storage device 410, is suitable to obtain many of application from data storage device 410 Individual page info, and it is processed to obtain the page iden-tity of characteristics page.Characteristics page includes the conventional page, processes mould Block 420 includes first processing units (not shown), and first processing units are suitable to obtain the page iden-tity of the conventional page, first Processing unit is further adapted for the quantity of different page iden-tities in statistics application, when the quantity of page iden-tity is less than first page number During amount threshold value, all page iden-tities are set to into the page iden-tity of the conventional page；When the quantity of page iden-tity is not less than first page During the amount threshold of face, the page added up in the page info being associated with each client identification with same page mark Using duration, total duration ratio is used with the page for obtaining each page iden-tity corresponding page；When the quantity of page iden-tity is not less than the When one page amount threshold and no more than second page amount threshold, obtain the page and use the most long front L page mark of total duration Know to commonly use the page iden-tity of the page, wherein L is not less than the integer of first page amount threshold；When the quantity of page iden-tity it is big When second page amount threshold, obtain the page and use the page mark that the most long front M page iden-tity of total duration is the conventional page Know, wherein M is more than first page amount threshold and less than the integer of second page amount threshold.

Characteristics page includes new added pages, and processing module 420 includes second processing unit (not shown), second processing Unit be suitable to obtain new added pages page iden-tity, second processing unit be further adapted for judge application in each page info it is new Insert face marks whether as 1；When new added pages are labeled as 1, it is newly-increased to obtain the new added pages and mark corresponding page iden-tity The page iden-tity of the page.

Characteristics page leaves the page including Chang Xuan, and processing module 420 includes the 3rd processing unit (not shown), and the 3rd Processing unit is suitable to obtain the page iden-tity that Chang Xuan leaves the page, and the 3rd processing unit is further adapted for for same page mark Know, statistics applies total duration corresponding to the leaving for the page of the page iden-tity；And will leave using the most long top n of total duration The page iden-tity of the page is set to the page iden-tity that Chang Xuan leaves the page, and wherein N is the integer not less than 1；Wherein, correspondence is counted Include the step of leaving using total duration in the page of the page iden-tity：In for multiple page infos, with the page mark The page info of knowledge, when be whether leave using when the corresponding page mark indicate the page for leave using when the corresponding page When, leaving in the page info that will be associated with each client identification is overlapped using duration, to obtain the page Total duration is applied in leaving for face.

First acquisition module 430 is connected respectively with data storage device 410 and processing module 420, is suitable to according to process mould The page iden-tity of the characteristics page that block 420 draws, retrieves multiple control letters associated there from data storage device 410 Breath, the multiple control informations to being retrieved are processed, and obtain the first control to be monitored.First acquisition module 430 is further The page iden-tity according to characteristics page is suitable to, each control in multiple control informations associated with it is retrieved from data storage device The average number of clicks of control；For the page iden-tity of each characteristics page, add up to be associated with and with identical control respectively The average number of clicks of control of each control of part title, to obtain each characteristics page in each control the average number of clicks of control it is total With the acquisition front P corresponding control minimum and maximum with the average number of clicks summation of control of each control in this feature page Part title, using the corresponding control of control title as the first control to be monitored, wherein P is the integer not less than 1.

Second acquisition module 440 is connected with data storage device 410, is suitable to obtain application from data storage device 410 Multiple control informations, and it is processed to obtain feature control as the second control to be monitored.Feature control includes frequency Numerous click control, the second acquisition module includes first acquisition unit (not shown), and first acquisition unit is suitable to obtain frequent Control is clicked on as the second control to be monitored, first acquisition unit is further adapted for the accumulative control with identical control title and believes The average number of clicks of control in breath, to obtain the average number of clicks summation of control of each control title correspondence control；Obtain control Front Q maximum corresponding control title of the average number of clicks summation of part, the corresponding control of control title clicks on control for frequent Part, will frequently click on control as the second control to be monitored, and wherein Q is the integer not less than 1.

Feature control leaves control including Chang Xuan, and the second acquisition module includes second acquisition unit, and second acquisition unit is fitted Control is left as the second control to be monitored, second acquisition unit is further adapted for for same control mark in Chang Xuan is obtained Topic, counts and leaves control number of clicks summation corresponding to the control of the control title；And control click time is left in acquisition Front R maximum corresponding control title of number summation, the corresponding control of control title leaves control, Chang Xuan is left for Chang Xuan Used as the second control to be monitored, wherein R is the integer not less than 1 to control；Wherein, statistics is corresponding to the control with the control title Control number of clicks summation of leaving include：In for multiple control informations, the control information with the control title, when whether For leave using when click on control mark indicate control be leave using when click on control when, will leave control click on time Number is overlapped, and with obtain the control control number of clicks summation is left.

Composite module 450 is connected respectively with the first acquisition module 430 and the second acquisition module 440, is suitable to from first obtain Module 430 obtains the first control to be monitored, obtains after the second control to be monitored from the second acquisition module 440, and combination first is waited to supervise Control control and the second control to be monitored to form the control to be monitored to be recommended.

Fig. 5 shows the schematic diagram of the recommendation server 500 according to another embodiment of the invention.As shown in figure 5, recommending The processing module 520 of server 500, the first acquisition module 530 and the second acquisition module 540, respectively with recommendation server in Fig. 4 400 processing module 420, the first recommending module 430, and the second recommending module 440 are corresponded, and are consistent.Data are deposited Storage equipment 510 and composite module 550, respectively data storage device 410 is compared with composite module 450 in Fig. 4, otherwise varied, And increased the 3rd recommending module 560 newly.

Data storage device 510 is stored with each client identification, and stores application in association with client identification Multiple page infos and multiple control informations, page info includes that the page iden-tity and the page of a page in application uses duration Than control information includes the page iden-tity of the page, the control title of the control and the control equalization point that the control is resided within Hit number of times.Wherein, page info also include new added pages mark, be whether leave using when the corresponding page mark, leave Stop the beginning and ending time using duration and the page, control information also include whether for leave using when the mark of control clicked on Remember, leave control number of clicks and control click time, the page is in the presence of page stay time and the page using time length ratio Long ratio, the average number of clicks of control is the ratio that control number of clicks and control have duration.

3rd recommending module 560 is connected with data storage device 510, is suitable to obtain application from data storage device 510 Multiple page infos and control information, and it is processed with obtain control click on combination, by control click on combination in Control is used as the 3rd control to be monitored.3rd recommending module 560 is further adapted for each page iden-tity, will be closed with it respectively The control click time in the control information of connection is ranked up by order from small to large, and to obtain corresponding control the time is clicked on Sequence；Respectively the beginning and ending time is stopped according to the multiple pages associated with the page iden-tity, clicked in time series from above-mentioned control Select the control stopped in the beginning and ending time in each page and click on time series；The control point that each page was stopped in the beginning and ending time Hit time series, maximum time interval in the control click time adjacent per S obtained successively, when maximum time interval not During more than time interval threshold value, the S adjacent control is clicked on into time corresponding control title and forms control title sequence, and The occurrence number of control title sequence is added 1, wherein S is the integer not less than 3；When the occurrence number of control title sequence is more than During occurrence number threshold value, obtain the corresponding control of each control title in control title sequence and click on combination to form control, will control Control in part click combination is used as the 3rd control to be monitored.

Composite module 550 respectively with the first acquisition module 530, the second acquisition module 540 and the phase of the 3rd acquisition module 560 Even, it is suitable to obtain the first control to be monitored from the first acquisition module 530, from the second acquisition module 540 the second control to be monitored is obtained Part, from the 3rd acquisition module 560 obtain the 3rd control to be monitored after, combination the first control to be monitored, the second control to be monitored and 3rd control to be monitored is forming the control to be monitored to be recommended.

Fig. 6 shows the schematic diagram of the recommendation server 600 according to another embodiment of the invention.As shown in fig. 6, recommending The data storage device 610 of server 600, processing module 620, the first acquisition module 630, the second acquisition module 640 and combination Module 650, data storage device 410 respectively with recommendation server in Fig. 4 400, processing module 420, the first recommending module 430th, the second recommending module 440 and the 3rd recommending module 450 are corresponded, and are consistent, and have increased memory module 670 newly.

Memory module 670 is connected with data storage device 610, and communicates to connect with client 110～130.Memory module 670 be suitable to receive client 110～130 send clients numbering and to apply related page info and control information；From The page iden-tity in each page info is retrieved in data storage device 610, by the page corresponding to the page iden-tity not retrieved New added pages mark in information is set to 1；With page iden-tity as association identification, by client numbering, page info and control letter Manner of breathing is associatedly stored in data storage device 610.

With regard to the concrete steps and embodiment of the recommendation of control to be monitored in application, in the description based on Fig. 2～3 Jing detailed disclosures, here is omitted.

The control to be monitored that user data acquisition method is required to developer to select to apply in existing application, for Unfamiliar developer, it may not in advance know and monitor which control, wherein bury a little, and monitor all controls Mode will undoubtedly cause the wasting of resources and the accumulation of a large amount of hashes.Control to be monitored pushes away in application according to the present invention The technical scheme recommended, first correspond to multiple page infos processed, the page iden-tity of characteristics page is obtained, then to above-mentioned The control information of page iden-tity association is processed, and obtains the first control to be monitored, and then multiple control informations in application are entered Row is processed to obtain feature control, using features described above control as the second control to be monitored, finally combines the first control to be monitored With the second control to be monitored forming the control to be monitored to be recommended.In above-mentioned technical proposal, characteristics page includes conventional page The page is left in face, new added pages and often choosing, and feature control includes that frequently clicking on control and often choosing leaves control, and then is obtaining not Different processing means are employed when characteristics page together and feature control.Meanwhile, also page info and control information are entered Row is processed clicks on combination to obtain control, and the control being introduced in control click combination is pushed away as the 3rd control to be monitored Recommend, realize from the corresponding control to be monitored of different dimensions acquisition and recommend developer, not only ensure recommended control Accuracy, also without developer control to be monitored is voluntarily selected, and it also avoid being monitored because being difficult to the control that selection should be monitored The wasting of resources and hash accumulation that all controls are caused.

A10. the method as any one of A1-9, wherein the feature control includes frequently clicking on control, it is described to obtain Take feature control and frequently click on control as the second control to be monitored as including obtaining the step of the second control to be monitored, it is described Obtaining the step of frequently clicking on control as the second control to be monitored includes：In the accumulative control information with identical control title The average number of clicks of control, to obtain the average number of clicks summation of control of each control title correspondence control；Obtain control to put down Equal maximum front Q corresponding control title of number of clicks summation, the corresponding control of the control title is frequently to click on control Part, using the frequent click control as the second control to be monitored, wherein Q is the integer not less than 1.

A11. the method as any one of A1-10, wherein the control information includes whether to apply time point to leave The mark of the control for hitting and control number of clicks is left, the feature control leaves control, the acquisition feature including Chang Xuan Control leaves control as the second control to be monitored as the step of the second control to be monitored including Chang Xuan, the acquisition Chang Xuan from The step of control is opened as the second control to be monitored includes：For same control title, count corresponding to the control title Control leave control number of clicks summation；And acquisition is left corresponding to control number of clicks summation maximum front R Control title, the corresponding control of the control title leaves control for Chang Xuan, the Chang Xuan is left into control and waits to supervise as second Control control, wherein R is the integer not less than 1；Wherein, the statistics leaves control point corresponding to the control of the control title Hitting number of times summation includes：In for the plurality of control information, the control information with the control title, if whether described be Leave using when the mark of control clicked on indicate the control be leave using when the control clicked on, then will leave control click Number of times is overlapped, and with obtain the control control number of clicks summation is left.

A12. the method as any one of A1-11, also includes：The application is obtained from the data storage device Multiple page infos and control information, and it is processed with obtain control click on combination, by the control click on combine In control as the 3rd control to be monitored；Combine the first control to be monitored, the second control to be monitored and the 3rd control to be monitored To form the control to be monitored to be recommended.

A13. the method as described in A12, wherein the page info includes that the page stops beginning and ending time, the control information The time is clicked on including control, the acquisition control clicks on combination, the control is clicked on into the control in combination and waits to supervise as the 3rd The step of control control, includes：To each page iden-tity, respectively the control in control information associated with it is clicked on into the time and pressed Order from small to large is ranked up, and to obtain corresponding control time series is clicked on；Respectively basis is associated with the page iden-tity Multiple pages stop the beginning and ending time, from above-mentioned control click on time series in select each page stop the beginning and ending time in control Part clicks on time series；Time series is clicked on to the control that each page was stopped in the beginning and ending time, obtains individual adjacent per S successively Maximum time interval in the control click time, if the maximum time interval is not more than time interval threshold value, by the S Individual adjacent control clicks on time corresponding control title and forms control title sequence, and by the appearance of the control title sequence Number of times adds 1, and wherein S is the integer not less than 3；If the occurrence number of the control title sequence is more than occurrence number threshold value, Then obtain the corresponding control of each control title in the control title sequence and click on combination to form control, the control is clicked on Control in combination is used as the 3rd control to be monitored.

A14. the method as any one of A1-13, also includes：Receive client identification that each client sends and with The related page info of the application and control information；The page mark in each page info is retrieved from the data storage device Know, the new added pages mark in the page info corresponding to the page iden-tity not retrieved is set to into 1；It is with the page iden-tity Association identification, the client identification, page info and control information are stored in association in the data storage device.

B16. the recommendation server as described in B15, wherein, the page is page stay time and the page using time length ratio There is the ratio of duration.

B17. the recommendation server as described in B15 or 16, wherein, the average number of clicks of the control is control number of clicks With the ratio that control has duration.

B18. the recommendation server as any one of B15-17, wherein the characteristics page includes the conventional page, institute Processing module is stated including first processing units, the first processing units are suitable to obtain the page iden-tity of the conventional page, described the One processing unit is further adapted for：Count in the application quantity of different page iden-tities, when the quantity of the page iden-tity it is little When first page amount threshold, all page iden-tities are set to into the page iden-tity of the conventional page.

B19. the recommendation server as described in B18, the first processing units are further adapted for：When the page iden-tity When quantity is not less than first page amount threshold, accumulative being associated with each client identification with same page mark The page in page info uses duration, and with the page for obtaining each page iden-tity corresponding page total duration ratio is used；When the page When the quantity of face mark is not less than first page amount threshold and no more than second page amount threshold, when the acquisition page uses total The most long front L page iden-tity of length is the page iden-tity of the conventional page, and wherein L is whole not less than first page amount threshold Number.

B20. the recommendation server as described in B19, the first processing units are further adapted for：When the page iden-tity When quantity is more than second page amount threshold, it is the conventional page to obtain the page using the most long front M page iden-tity of total duration Page iden-tity, wherein M are more than first page amount threshold and less than the integer of second page amount threshold.

B21. the recommendation server as any one of B15-20, wherein the page info includes new added pages mark Note, the characteristics page includes new added pages, and the processing module includes second processing unit, and the second processing unit is suitable to The page iden-tity of new added pages is obtained, the second processing unit is further adapted for：Judge each page info in the application New added pages mark whether as 1；When the new added pages are labeled as 1, obtain the new added pages and mark corresponding page iden-tity For the page iden-tity of new added pages.

B22. the recommendation server as any one of B15-21, wherein the page info is included whether as leave should The mark of the used time corresponding page and leave and apply duration, the characteristics page leaves the page, the place including Chang Xuan Reason module includes the 3rd processing unit, and the 3rd processing unit is suitable to obtain Chang Xuan and leaves the page iden-tity of the page, described the Three processing units are further adapted for：For same page iden-tity, count the page corresponding to the page iden-tity leaves application Total duration；And it is set to the page that Chang Xuan leaves the page using the page iden-tity of the most long top n page of total duration by leaving Mark, wherein N is the integer not less than 1；Wherein, the statistics applies total duration corresponding to the leaving for the page of the page iden-tity The step of include：In for the plurality of page info, the page info with the page iden-tity, when it is described be whether that leave should The mark of the used time corresponding page indicate the page for leave using when the corresponding page when, will be with each client identification phase Leaving in the page info of association is overlapped using duration, and to obtain leaving for the page total duration is applied.

B23. the recommendation server as any one of B15-22, first acquisition module is further adapted for：According to The page iden-tity of the characteristics page, retrieves each control in multiple control informations associated with it from the data storage device The average number of clicks of control；For the page iden-tity of each characteristics page, add up to be associated with and with identical control respectively The average number of clicks of control of each control of part title, to obtain each characteristics page in each control the average number of clicks of control it is total With the acquisition front P corresponding control minimum and maximum with the average number of clicks summation of control of each control in this feature page Part title, using the corresponding control of the control title as the first control to be monitored, wherein P is the integer not less than 1.

B24. the recommendation server as any one of B15-23, wherein the feature control includes frequently clicking on control Part, second acquisition module includes first acquisition unit, and the first acquisition unit is suitable to obtain and frequently click on control conduct Second control to be monitored, the first acquisition unit is further adapted for：In the accumulative control information with identical control title The average number of clicks of control, to obtain the average number of clicks summation of control of each control title correspondence control；Obtain control average Maximum front Q corresponding control title of number of clicks summation, the corresponding control of the control title frequently to click on control, Using the frequent click control as the second control to be monitored, wherein Q is the integer not less than 1.

B25. the recommendation server as any one of B15-14, wherein the control information is included whether as leave should The mark of the control that the used time is clicked on and control number of clicks is left, the feature control leaves control including Chang Xuan, described the Two acquisition modules include second acquisition unit, and the second acquisition unit is suitable to obtain Chang Xuan that to leave control to be monitored as second Control, the second acquisition unit is further adapted for：For same control title, count corresponding to the control with the control title Part leaves control number of clicks summation；And maximum front R corresponding control of control number of clicks summation is left in acquisition Title, the corresponding control of the control title leaves control for Chang Xuan, and the Chang Xuan is left control as the second control to be monitored Part, wherein R are the integer not less than 1；Wherein, it is described statistics corresponding to the control of the control title leave control click on time Number summation includes：In for the plurality of control information, the control information with the control title, when it is described be whether that leave should The mark of the control that the used time is clicked on indicate the control be leave using when click on control when, control number of clicks will be left and entered Row superposition, with obtain the control control number of clicks summation is left.

B26. the recommendation server as any one of B15-25, also including the 3rd acquisition module, is suitable to：From the number According to obtaining multiple page infos and control information of the application in storage device, and it is processed to obtain control click Combination, the control is clicked on the control in combination as the 3rd control to be monitored.

B27. the recommendation server as described in B26, the composite module is further adapted for：Combine the first control to be monitored, second Control to be monitored and the 3rd control to be monitored are forming the control to be monitored to be recommended.

B28. the recommendation server as any one of B26 or 27, wherein the page info is stopped including the page Only time, the control information includes that control clicks on the time, and the 3rd acquisition module is further adapted for：To each page mark Know, be respectively ranked up the control click time in control information associated with it by order from small to large, it is right to obtain The control answered clicks on time series；Respectively the beginning and ending time is stopped according to the multiple pages associated with the page iden-tity, from above-mentioned control Part is clicked on and the control click time series stopped in the beginning and ending time in each page is selected in time series；Each page is stopped Only the control in the time clicks on time series, and the time interval maximum in an adjacent control click time per S is obtained successively, when When the maximum time interval is not more than time interval threshold value, the S adjacent control is clicked on into time corresponding control mark Topic forms control title sequence, and adds 1 by the occurrence number of the control title sequence, and wherein S is the integer not less than 3；When When the occurrence number of the control title sequence is more than occurrence number threshold value, each control title in the control title sequence is obtained Corresponding control clicks on combination to form control, and the control is clicked on the control in combination as the 3rd control to be monitored.

B29. the method as any one of B15-28, also including memory module, is suitable to：Receive what each client sent Client identification and to it is described apply related page info and control information；Each page is retrieved from the data storage device Page iden-tity in information, by the new added pages mark in the page info corresponding to the page iden-tity not retrieved 1 is set to；With The page iden-tity is association identification, the client identification, page info and control information is stored in association described In data storage device.

Claims

1. in a kind of application control to be monitored recommendation method, be suitable in recommendation server perform, the recommendation server with Each client communication connection, described application is run in each client, and the recommendation server also includes data storage device, institute State and be stored with data storage device each client identification, and the application is stored in association with the client identification Multiple page infos and multiple control informations, the page info includes the page iden-tity and the page of a page in the application Using time length ratio, the control information includes page iden-tity, the control title of the control of the page that the control is resided within With the average number of clicks of control, methods described includes：

Multiple page infos of the application are obtained from the data storage device, and it is processed to obtain feature page The page iden-tity in face；

According to the page iden-tity of the characteristics page, multiple control letters associated there are retrieved from the data storage device Breath, the multiple control informations to being retrieved are processed, and obtain the first control to be monitored；

Multiple control informations of the application are obtained from the data storage device, and it is processed to obtain feature control Part is used as the second control to be monitored；And

Combine the first control to be monitored and the second control to be monitored to form the control to be monitored to be recommended.

2. the method for claim 1, wherein the page is in the presence of page stay time and the page using time length ratio Long ratio.

3. method as claimed in claim 1 or 2, wherein, the average number of clicks of the control is control number of clicks and control There is the ratio of duration.

4. the method as any one of claim 1-3, the characteristics page includes the conventional page, the acquisition feature page The step of the step of page iden-tity in face, includes the page iden-tity for obtaining the conventional page, the page iden-tity of the acquisition conventional page Including：

The quantity of different page iden-tities in the application is counted, if the quantity of the page iden-tity is less than first page quantity threshold Value, then all page iden-tities are set to the page iden-tity of the conventional page.

5. the step of method as described in claim 4, page iden-tity of the acquisition conventional page, also includes：

If the quantity of the page iden-tity be not less than first page amount threshold, add up with same page mark and The page in the associated page info of each client identification uses duration, to obtain the page of each page iden-tity corresponding page Using total duration ratio；

If the quantity of the page iden-tity is not less than first page amount threshold and no more than second page amount threshold, obtain The page is taken using the page iden-tity that the most long front L page iden-tity of total duration is the conventional page, wherein L is not less than first page The integer of amount threshold.

6. the step of method as claimed in claim 5, page iden-tity of the acquisition conventional page, also includes：

If the quantity of the page iden-tity is more than second page amount threshold, obtains the page and use the most long front M of total duration Individual page iden-tity is the page iden-tity of the conventional page, and wherein M is more than first page amount threshold and less than second page quantity The integer of threshold value.

7. the method as any one of claim 1-6, wherein the page info includes new added pages mark, the spy The page is levied including page mark the step of new added pages, the page iden-tity of the acquisition characteristics page including acquisition new added pages The step of knowledge, page iden-tity of the acquisition new added pages, includes：

The new added pages for judging each page info in the application mark whether as 1；

If the new added pages are labeled as 1, the page that the new added pages mark corresponding page iden-tity for new added pages is obtained Face identifies.

8. the method as any one of claim 1-7, wherein the page info include whether for leave using when pair The mark of the page answered and leave and apply duration, the characteristics page leaves the page including Chang Xuan,

The step of page iden-tity of the acquisition characteristics page, leaves the page iden-tity of the page including Chang Xuan is obtained, and the acquisition is normal The step of page iden-tity of the page is left in choosing includes：

For same page iden-tity, statistics applies total duration corresponding to the leaving for the page of the page iden-tity；And

The page iden-tity that Chang Xuan leaves the page is set to using the page iden-tity of the most long top n page of total duration by leaving, its Middle N is the integer not less than 1；

Wherein, statistics the including the step of leaving using total duration corresponding to the page of the page iden-tity：

In for the plurality of page info, the page info with the page iden-tity, if described when whether being to leave to apply The mark of the corresponding page indicate the page for leave using when the corresponding page, then will be associated with each client identification Page info in leave and be overlapped using duration, apply total duration to obtain leaving for the page.

9. the method as any one of claim 1-8, the page iden-tity according to characteristics page, deposit from the data Multiple control informations associated with it are retrieved in storage equipment, the multiple control informations to being retrieved are processed, obtain first The step of control to be monitored, includes：

According to the page iden-tity of the characteristics page, multiple control informations associated with it are retrieved from the data storage device In each control the average number of clicks of control；

For the page iden-tity of each characteristics page, add up to be associated with respectively and each control with identical control title The average number of clicks of control, to obtain each characteristics page in each control the average number of clicks summation of control, obtain and this feature The minimum and maximum front P of the average number of clicks summation of the control of each control corresponding control title in the page, by the control Used as the first control to be monitored, wherein P is the integer not less than 1 to the corresponding control of part title.

10. a kind of recommendation server, is connected with each client communication, and same application, the recommendation clothes are populated with each client Business device includes：

Data storage device, be stored with each client identification, and stores the application in association with the client identification Multiple page infos and multiple control informations, the page info include the application in a page page iden-tity and page Face uses time length ratio, the control information to include page iden-tity, the control mark of the control of the page that the control is resided within Topic and the average number of clicks of control；

Processing module, is suitable to from the data storage device obtain multiple page infos of the application, and at it Manage to obtain the page iden-tity of characteristics page；

First acquisition module, is suitable to the page iden-tity according to the characteristics page, retrieves and it from the data storage device Associated plurality of control information, the multiple control informations to being retrieved are processed, and obtain the first control to be monitored；

Second acquisition module, is suitable to from the data storage device obtain multiple control informations of the application, and it is entered Row is processed to obtain feature control as the second control to be monitored；

Composite module, is suitable to combine the first control to be monitored and the second control to be monitored to form the control to be monitored to be recommended.