CN109190016A - A kind of search engine retrieving method based on user's operation feedback - Google Patents

A kind of search engine retrieving method based on user's operation feedback Download PDF

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Publication number
CN109190016A
CN109190016A CN201810862782.8A CN201810862782A CN109190016A CN 109190016 A CN109190016 A CN 109190016A CN 201810862782 A CN201810862782 A CN 201810862782A CN 109190016 A CN109190016 A CN 109190016A
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China
Prior art keywords
user
search result
satisfaction
search
retrieval
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CN201810862782.8A
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Chinese (zh)
Inventor
孙磊
孙俊
高晓梅
胡耀文
陈垚
龙华
邵玉斌
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Kunming University of Science and Technology
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Kunming University of Science and Technology
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Priority to CN201810862782.8A priority Critical patent/CN109190016A/en
Publication of CN109190016A publication Critical patent/CN109190016A/en
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  • Information Transfer Between Computers (AREA)

Abstract

The present invention provides a kind of search engine retrieving method based on user's operation feedback.The present invention includes: to scan for and obtain that search result generates retrieval subsystem to retrieval string in a search engine, the retrieval subsystem generates conclusive judgement value according to the weight of user into user clicks and user satisfaction after the specific search result page, further according to the size of conclusive judgement value, each specific search result is resequenced by the way of descending, and the search result after the rearrangement is shown to user, and the corresponding user clicks of each search result and user satisfaction, and real-time update.Search method of the invention can optimize the sequence of search result according to user feedback data, and the interference information that can effectively avoid internet excessively mixed and disorderly facilitates user to inquire expected result in a relatively short period of time to improve accuracy.

Description

A kind of search engine retrieving method based on user's operation feedback
Technical field
The present invention relates to retrieval technique field, in particular to a kind of search engine retrieving method based on user's operation feedback And system.
Background technique
As the rapid development of Internet technology is for the propagation of information and using huge development space is provided, network is provided Gigantism and the type diversification of source quantity, have promoted the development of Network retrieval technology, have produced and be largely used to internet retrieval Tool.But in general, user can have the experience of search result inaccuracy when using search engine.Generate this The reason of phenomenon is various, but mainly: first, network information enormous amount, content are complicated, very different, information Quality cannot ensure.Second, the indexing service of most of search engines is automatically performed by program, according to word frequency in webpage and word The factors such as position determine keyword.Third, some websites, will be some not related with Web page subject in order to improve clicking rate Popular vocabulary is implicitly placed on the page, and is repeated as many times.
For these reasons to cause the accuracy of search result not high, present invention design considers existing retrieval skill The search result that art provides is often not fully up to expectations, proposes user's operation feedback, the information fed back by the network user is to retrieval As a result rearrangement optimization is carried out, to achieve the purpose that improve the accuracy of search result.
Summary of the invention
The present invention provides a kind of search engine retrieving method based on user's operation feedback, to improve the standard of search result Exactness.
The technical scheme is that the present invention provide it is a kind of based on user's operation feedback search engine retrieving method and System, in a search engine input retrieval string, matched to obtain search result with the keyword in database, according to user into The weight of user clicks and user satisfaction after entering the specific search result page generates conclusive judgement value, according to conclusive judgement The size of value is resequenced each specific search result by the way of descending, and described again to user's displaying Search result and the corresponding user clicks of each search result and user satisfaction after sequence, the specific retrieval knot The fruit page can receive the user clicks and user satisfaction for generating conclusive judgement value, reaches dynamic and changes user feedback The purpose of data, to form closed loop.Specific step is as follows:
(1) input retrieval is gone here and there in a search engine, is matched to obtain search result with the keyword in database;
(2) counting user feedback data and retrieval subsystem is generated, user feedback data includes user for search result User clicks and user satisfaction;
(3) according to the weight of user clicks and user satisfaction, conclusive judgement value is generated, and is adopted according to conclusive judgement value Resequence with the mode of descending and shows the search result after the rearrangement to user;
(4) it real-time collecting user feedback data and is stored in retrieval subsystem, according to the user feedback data of dynamic change, Next time when user search information, conclusive judgement value is recalculated, is shown by retrieval result page user oriented according to finally sentencing Certainly the search result breviary information after the rearrangement of value size and the corresponding user clicks of each search result and user are satisfied Degree.
Wherein user clicks are the number that user enters the specific search result page, as user enters specific retrieval Results page increases by 1 automatically, is dynamically stored in retrieval subsystem under corresponding search result in cumulative form, and repair in real time Change the value of the user clicks, so that dynamic changes the weight of user clicks.
Wherein user satisfaction is user to the satisfaction of search result, is divided into different grades, in cumulative form It is dynamically stored in retrieval subsystem under corresponding search result, and the value of user satisfaction described in real time modifying, thus dynamic Change the weight of user satisfaction.
Wherein retrieval result page face includes user clicks and the user feedback icon for receiving user satisfaction, feedback Icon is suspended in the search result page, does not drag webpage with user and moves, and the position for not hindering user to browse is arranged in.For The search result page, a user can not provide or can only at most provide a satisfaction grade, can also modify original The satisfaction grade of offer.The settable different small icon of user feedback icon, the small icon respectively represent different satisfaction Grade is spent, clicking different small icons can receive the different satisfaction grade of user, and is clicked the number in small icon and increases 1, as the foundation for showing user satisfaction and generation conclusive judgement value to user.
Wherein the calculating of conclusive judgement value is as follows:
Wherein,
J is j-th of search result, and i is i-th kind of user satisfaction, and m is the number of search result, and η is user clicks power Weight, ωiFor i-th kind of user satisfaction weight, wherein TjFor conclusive judgement value, yjIt is clicked for the user of j-th of result of page searching Amount, xjFor the user satisfaction of j-th of result of page searching, sijFor i-th kind of user satisfaction of j-th of result of page searching It counts;According to conclusive judgement value TjSize, resequenced using sequence from big to small, and show and described arrange again to user Search result and the corresponding user clicks of each search result and user satisfaction after sequence.
Beneficial effects of the present invention: the present invention can be according to user clicks and the satisfaction of user feedback to search result Sequence optimize, to effectively avoid internet excessively mixed and disorderly, the accuracy of raising facilitates user in a relatively short period of time Inquire expected result.
Detailed description of the invention
Fig. 1 is general flow chart of the invention;
Fig. 2 is of the invention to user's displaying search results map;
Fig. 3 is that specific embodiment of the invention user enters specific result of page searching figure;
Specific embodiment
In the following with reference to the drawings and specific embodiments, the invention will be further described.
Embodiment 1: as shown in Figure 1, it is proposed by the present invention based on user's operation feedback search engine retrieving method and be System, main-process stream are as follows:
(1) input retrieval is gone here and there in a search engine, is matched to obtain search result with the keyword in database;
(2) counting user feedback data and retrieval subsystem is generated, user feedback data includes user for search result User clicks and user satisfaction;
(3) according to the weight of user clicks and user satisfaction, conclusive judgement value is generated, and is adopted according to conclusive judgement value Resequence with the mode of descending and shows the search result after the rearrangement to user;
(4) it real-time collecting user feedback data and is stored in retrieval subsystem, according to the user feedback data of dynamic change, Next time when user search information, conclusive judgement value is recalculated, is shown by retrieval result page user oriented according to finally sentencing Certainly the search result breviary information after the rearrangement of value size and the corresponding user clicks of each search result and user are satisfied Degree.
Wherein user clicks are the number that user enters the specific search result page, as user enters specific retrieval Results page increases by 1 automatically, is dynamically stored in retrieval subsystem under corresponding search result in cumulative form, and repair in real time Change the value of the user clicks, so that dynamic changes the weight of user clicks.
Wherein user satisfaction is user to the satisfaction of search result, is divided into different grades, in cumulative form It is dynamically stored in retrieval subsystem under corresponding search result, and the value of user satisfaction described in real time modifying, thus dynamic Change the weight of user satisfaction.
Wherein retrieval result page face includes user clicks and the user feedback icon for receiving user satisfaction, feedback Icon is suspended in the search result page, does not drag webpage with user and moves, and the position for not hindering user to browse is arranged in.For The search result page, a user can not provide or can only at most provide a satisfaction grade, can also modify original The satisfaction grade of offer.The settable different small icon of user feedback icon, the small icon respectively represent different satisfaction Grade is spent, clicking different small icons can receive the different satisfaction grade of user, and is clicked the number in small icon and increases 1, as the foundation for showing user satisfaction and generation conclusive judgement value to user.
Wherein the calculating of conclusive judgement value is as follows:
Wherein,
J is j-th of search result, and i is i-th kind of user satisfaction, and m is the number of search result, and η is user clicks power Weight, ωiFor i-th kind of user satisfaction weight, wherein TjFor conclusive judgement value, yjIt is clicked for the user of j-th of result of page searching Amount, xjFor the user satisfaction of j-th of result of page searching, sijFor i-th kind of user satisfaction of j-th of result of page searching It counts;According to conclusive judgement value TjSize, resequenced using sequence from big to small, and show and described arrange again to user Search result and the corresponding user clicks of each search result and user satisfaction after sequence.
Embodiment 2: because the network information that has be it is useless, this information may user clicks can be very big, so logical User satisfaction is crossed to pull open gap and be arranged junk information can be allowed to sink to the bottom in this way, useful information floats.As shown in Fig. 2, in this example User satisfaction weights omegaiProvided with 3 ranks, ω1It is set as 0 expression " dissatisfied ", ω2It is set as 0.05 expression " satisfaction ", ω3 It is set as 0.1 expression " very satisfied ", user clicks weight η is set as 0.01, and in this page, user cannot provide satisfaction letter Breath;
401 be retrieval string input frame, for receiving retrieval string, and scans for being retrieved by existing search engine As a result;
402 be each search result breviary information display frames, is weighed according to pre-set user satisfaction, user clicks Value counts in conjunction with user clicks, user satisfaction, calculates conclusive judgement value, according to the size of conclusive judgement value, in descending order Mode is shown in the search result breviary information display frames;
403 be user clicks data display frames, for showing user clicks data to user, enters tool as user Reference data provided by the search result of body;
404 be the information display frames of user satisfaction, the satisfaction of the user feedback for showing search result to user Information enters reference data provided by specific search result as user;
405 be " dissatisfied " icon, for showing the votes to " dissatisfied " of search result to user, as user Into reference data provided by specific search result;
406 be " satisfaction " icon, for user displaying described search result " satisfaction " votes, as user into Enter reference data provided by specific search result;
407 be " very satisfied " icon, and the votes of " very satisfied " for showing described search result to user are made Enter reference data provided by specific search result for user;
Embodiment 3: it is illustrated in figure 3 user and enters specific result of page searching figure, user satisfaction icon in this example 3 ranks, respectively " dissatisfied " icon, " satisfaction " icon, " very satisfied " icon are set, for receiving user to specifically searching The satisfaction of rope results page counts, as the foundation for generating conclusive judgement value:
501 be icon suspended window, does not drag webpage with user and moves, is set to the position for not hindering user to browse, can Position is set as the case may be;
502 be " dissatisfied " icon;If user clicks this icon, " dissatisfied " is had been provided in this icon discoloration prompt user Option, count is incremented on icon;
503 be " satisfaction " icon;If user clicks this icon, the discoloration of this icon is to prompt user that " satisfaction " choosing has been provided , count is incremented on icon;
504 be " very satisfied " icon;If user clicks this icon, the discoloration of this icon is " non-to prompt user to have been provided It is often satisfied " option, count is incremented on icon;
505 count icon for user clicks, enter its corresponding user's click of the specific search result page with user Amount is automatic to add 1;
In a result of page searching, a user can only provide a satisfaction, but can modify expiring of providing originally Meaning degree;The method provided in the present embodiment is as follows: if clicking " dissatisfied " before user, wanting to be changed to " be satisfied with ", only needs to click " satisfaction ", remaining and so on;If user thinks the ballot before cancellation, need to only be again tapped on the icon clicked originally Once, which will become original color again;
The user clicks and user satisfaction of the retrieval subsystem real-time reception search result page, and be stored in database Under corresponding search result;User is determined according to IP address in the present embodiment, i.e., different IP address corresponds to different users, tool Body does not limit the uniqueness which kind of method to determine user using in implementing;It may be implemented to search for same retrieval as different users Different search results can be obtained when string, it is more targeted to user.
Above in conjunction with attached drawing, the embodiment of the present invention is explained in detail, but the present invention is not limited to above-mentioned Embodiment within the knowledge of a person skilled in the art can also be before not departing from present inventive concept It puts and makes a variety of changes.

Claims (7)

1. a kind of search engine retrieving method based on user's operation feedback, it is characterised in that: the number fed back by the network user According to carrying out to search result, rearrangement optimization is simultaneously dynamic in real time to be updated, the specific steps are as follows:
(1) input retrieval is gone here and there in a search engine, is matched to obtain search result with the keyword in database;
(2) counting user feedback data and retrieval subsystem is generated, user feedback data includes use of the user for search result Family click volume and user satisfaction;
(3) according to the weight of user clicks and user satisfaction, conclusive judgement value is generated, and according to conclusive judgement value using drop The mode of sequence resequence and shows the search result after the rearrangement to user;
(4) it real-time collecting user feedback data and is stored in retrieval subsystem, it is next according to the user feedback data of dynamic change When secondary user search information, conclusive judgement value is recalculated, is shown by retrieval result page user oriented according to conclusive judgement value Search result breviary information and the corresponding user clicks of each search result and user satisfaction after size rearrangement.
2. the search engine retrieving method according to claim 1 based on user's operation feedback, it is characterised in that: the use Family click volume is the number that user enters the specific search result page, is increased automatically as user enters the specific search result page Add 1, be dynamically stored in retrieval subsystem under corresponding search result in cumulative form, and user described in real time modifying clicks The value of amount, so that dynamic changes the weight of user clicks.
3. the search engine retrieving method according to claim 1 based on user's operation feedback, it is characterised in that: the use Family satisfaction is user to the satisfaction of search result, is divided into different grades, is dynamically stored in retrieval in cumulative form In subsystem under corresponding search result, and the value of user satisfaction described in real time modifying, so that dynamic changes user satisfaction Weight.
4. the search engine retrieving method according to claim 1 based on user's operation feedback, it is characterised in that: the inspection Rope results page includes user clicks and the user feedback icon for receiving user satisfaction, and feedback icon is suspended in retrieval Results page does not drag webpage with user and moves, and the position for not hindering user to browse is arranged in.
5. the search engine retrieving method according to claim 1 or 4 based on user's operation feedback, it is characterised in that: right In the search result page, a user can not provide or can only at most provide a satisfaction grade, can also modify original Come the satisfaction grade provided.
6. the search engine retrieving method according to claim 4 based on user's operation feedback, it is characterised in that: the use The settable different small icon of icon is fed back at family, and the small icon respectively represents different satisfaction grades, is clicked different small Icon can receive the different satisfaction grade of user, and is clicked the number in small icon and increases by 1, show user as to user Satisfaction and the foundation for generating conclusive judgement value.
7. it is according to claim 1 based on user's operation feedback search engine retrieving method, it is characterised in that: it is described most The calculating of whole decision value is as follows:
Wherein,
J is j-th of search result, and i is i-th kind of user satisfaction, and m is the number of search result, and η is user clicks weight, ωiFor i-th kind of user satisfaction weight, wherein TjFor conclusive judgement value, yjFor the user clicks of j-th of result of page searching, xjFor the user satisfaction of j-th of result of page searching, sijFor the meter of i-th kind of user satisfaction of j-th of result of page searching Number;
According to conclusive judgement value TjSize, resequenced using sequence from big to small, and show the rearrangement to user Search result and the corresponding user clicks of each search result and user satisfaction afterwards.
CN201810862782.8A 2018-08-01 2018-08-01 A kind of search engine retrieving method based on user's operation feedback Pending CN109190016A (en)

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Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102779136A (en) * 2011-05-13 2012-11-14 北京搜狗科技发展有限公司 Method and device for information search
CN102855256A (en) * 2011-06-29 2013-01-02 北京百度网讯科技有限公司 Method, device and equipment for determining evaluation information of websites
CN103455499A (en) * 2012-05-29 2013-12-18 北京百度网讯科技有限公司 Method and system for automatically matching search types according to search terms in mobile terminal
CN103942218A (en) * 2013-01-22 2014-07-23 阿里巴巴集团控股有限公司 Method and device for generating and updating special subject pages
CN104268155A (en) * 2014-09-02 2015-01-07 百度在线网络技术(北京)有限公司 Immediate mobile terminal personalized recommendation feedback and optimization method and device
CN107092681A (en) * 2017-04-21 2017-08-25 安徽富驰信息技术有限公司 A kind of judicial retrieval result based on user behavior feature learns sort method automatically

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102779136A (en) * 2011-05-13 2012-11-14 北京搜狗科技发展有限公司 Method and device for information search
CN102855256A (en) * 2011-06-29 2013-01-02 北京百度网讯科技有限公司 Method, device and equipment for determining evaluation information of websites
CN103455499A (en) * 2012-05-29 2013-12-18 北京百度网讯科技有限公司 Method and system for automatically matching search types according to search terms in mobile terminal
CN103942218A (en) * 2013-01-22 2014-07-23 阿里巴巴集团控股有限公司 Method and device for generating and updating special subject pages
CN104268155A (en) * 2014-09-02 2015-01-07 百度在线网络技术(北京)有限公司 Immediate mobile terminal personalized recommendation feedback and optimization method and device
CN107092681A (en) * 2017-04-21 2017-08-25 安徽富驰信息技术有限公司 A kind of judicial retrieval result based on user behavior feature learns sort method automatically

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Application publication date: 20190111