US10409871B2 - Apparatus and method for searching information - Google Patents
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- US10409871B2 US10409871B2 US14/100,466 US201314100466A US10409871B2 US 10409871 B2 US10409871 B2 US 10409871B2 US 201314100466 A US201314100466 A US 201314100466A US 10409871 B2 US10409871 B2 US 10409871B2
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/953—Querying, e.g. by the use of web search engines
- G06F16/9535—Search customisation based on user profiles and personalisation
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
- G06F16/58—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
- G06F16/5866—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using information manually generated, e.g. tags, keywords, comments, manually generated location and time information
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/951—Indexing; Web crawling techniques
Definitions
- Embodiments of the present invention relate to the information search field, and more specifically, to an apparatus and method for information search.
- Searching for Information in the prior art is typically based on keywords. That is, a user inputs a keyword to be searched for, and a search engine searches an information repository for the keyword and then returns a corresponding result.
- search techniques they fail to take into consideration possible, objective and internal relationships among various entities (e.g., a searcher, an information item being searched for, and the creator of the information item, etc.) involved in a search, so the search is “planar”; other internal relationships among the searcher, information item and its creator are not leveraged as they exist, so the accuracy is rather low.
- a method for searching information comprising: in response to receipt of a keyword from a search user of a plurality of users, searching in an information repository to obtain one or more information items to be returned; and returning the information item to the search user based on an importance of each information item of the one or more information items.
- the importance of the each information item is associated with one or more of: a creator weight of the each information item, relevance between the creator and the search user, relevance between the search user and other users of the plurality of users, relevance among the one or more information items, historical interest of the plurality of users in the one or more information items, and impact of the creator on created information items.
- the creator weight is determined based on one or more of: the creator's department, position, domain expertise, geographical location, a clicks ratio of each information item created by the creator, and a historical review of each information item created by the creator.
- the relevance between the creator and the search user is built based on one or more of: department relevance, position relevance, cooperation relationship, domain expertise relevance, and geographical location relevance between the creator and the search user.
- the relevance between the search user and other users of the plurality of users is built based on a search history relationship between the search user and the other users.
- the historical interest of the plurality of users in the one or more information items is built based on a click history of the plurality of users on the information item and/or a review history of the plurality of users on the information item.
- historical interest in one information item in a set of information items having relevance to each other is determined as historical interest in other information items in the set of information items.
- the impact of the creator on each created information item is built based on time which the creator spends in creating the information item and/or a review of the creator on each created information item.
- the relevance among the one or more information items is built based on content relevance among the one or more information items.
- the content relevance may be determined by users, machine learning and/or a classification tool.
- the searching in an information repository to obtain one or more information items to be returned further comprises: taking a part of all search results for the keyword that are most closely related to the keyword as the one or more information items to be returned.
- creator information of the information item is also returned to the user.
- the information repository comprises an information repository for internal usage of an organization, and/or the information item comprises a document.
- an apparatus for searching information comprising: a search device configured to, in response to receipt of a keyword from a search user of a plurality of users, search in an information repository to obtain one or more information items to be returned; and a filtering device configured to return the information item to the search user based on an importance of each information item of the one or more information items.
- the importance of the each information item is associated with one or more of: a creator weight of the each information item, relevance between the creator and the search user, relevance between the search user and other users of the plurality of users, relevance among the one or more information items, historical interest of the plurality of users in the one or more information items, and impact of the creator on created information items.
- the apparatus further comprises a creator weight determining device configured to determine the creator weight based on one or more of: the creator's department, position, domain expertise, geographical location, a clicks ratio of each information item created by the creator, and a historical review of each information item created by the creator.
- the apparatus further comprises a creator-user relevance building device configured to build the relevance between the creator and the search user based on one or more of: department relevance, position relevance, cooperation relationship, domain expertise relevance, and geographical location relevance between the creator and the search user.
- the apparatus further comprises an inter-user relevance building device configured to build the relevance between the search user and other users of the plurality of users based on a search history relationship between the search user and the other users.
- the apparatus further comprises a user historical interest building device configured to build the historical interest of the plurality of users in the one or more information items based on a click history of the plurality of users on the information item and/or a review history of the plurality of users on the information item.
- the user historical interest building device may comprises: an associated interest building device configured to, while building the historical interest, determine historical interest in one information item in a set of information items having relevance to each other as historical interest in other information items in the set of information items.
- the apparatus further comprises a creator-information item impact building device configured to build the impact of the creator on each created information item based on time which the creator spends in creating the information item and/or a review of the creator on each created information item.
- the apparatus further comprises an inter-information item relationship building device configured to build the relevance among the one or more information items based on content relevance among the one or more information items.
- the content relevance may be determined by users, machine learning and/or a classification tool.
- the apparatus further comprises a partial result selecting device configured to take a part of all search results for the keyword that are most closely related to the keyword as the one or more information items to be returned.
- the filtering device is further configured to, while returning the information item to the user, also return creator information of the information item to the user.
- the information repository comprises an information repository for internal usage of an organization, and/or the information item comprises a document.
- FIG. 1 shows a block diagram of an exemplary computer system 100 which is applicable to implement the embodiments of the present invention
- FIG. 2 shows a flowchart of a method 200 for searching information according to one exemplary embodiment of the present invention
- FIG. 3 shows a schematic view of an exemplary relationship 300 among a user, an information item and its creator according to one exemplary embodiment of the present invention
- FIG. 4 is a schematic view 400 showing how relationships among the creators will impact those among the information items in the organization of an enterprise according to one embodiment of the present invention
- FIG. 5 shows a schematic view of high level data flow 500 according to one embodiment of the present invention.
- FIG. 6 shows a block diagram of an apparatus 600 for searching information according to the present invention.
- FIG. 1 shows a block diagram of an exemplary computer system 100 which is applicable to implement the embodiments of the present invention.
- the computer system 100 may include: CPU (Central Process Unit) 101 , RAM (Random Access Memory) 102 , ROM (Read Only Memory) 103 , System Bus 104 , Hard Drive Controller 105 , Keyboard Controller 106 , Serial Interface Controller 107 , Parallel Interface Controller 108 , Display Controller 109 , Hard Drive 110 , Keyboard 111 , Serial Peripheral Equipment 112 , Parallel Peripheral Equipment 113 and Display 114 .
- CPU Central Process Unit
- RAM Random Access Memory
- ROM Read Only Memory
- CPU 101 CPU 101 , RAM 102 , ROM 103 , Hard Drive Controller 105 , Keyboard Controller 106 , Serial Interface Controller 107 , Parallel Interface Controller 108 and Display Controller 109 are coupled to the System Bus 104 .
- Hard Drive 110 is coupled to Hard Drive Controller 105 .
- Keyboard 111 is coupled to Keyboard Controller 106 .
- Serial Peripheral Equipment 112 is coupled to Serial Interface Controller 107 .
- Parallel Peripheral Equipment 113 is coupled to Parallel Interface Controller 108 .
- Display 114 is coupled to Display Controller 109 . It should be understood that the structure as shown in FIG. 1 is only for the exemplary purpose rather than any limitation to the present invention. In some cases, some devices may be added to or removed from the computer system 100 based on specific situations.
- aspects of the present invention may be embodied as a system, method or computer program product. Accordingly, aspects of the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment (including firmware, resident software, micro-code, etc.) or an embodiment combining software and hardware aspects that may all generally be referred to herein as a “circuit,” “module” or “system.” Furthermore, in some embodiments, aspects of the present invention may take the form of a computer program product embodied in one or more computer readable medium(s) having computer readable program code embodied thereon.
- the computer readable medium may be a computer readable signal medium or a computer readable storage medium.
- a computer readable storage medium may be, for example, but not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing.
- a computer readable storage medium may be any tangible medium that can contain, or store a program for use by or in connection with an instruction execution system, apparatus, or device.
- a computer readable signal medium may include a propagated data signal with computer readable program code embodied therein, for example, in baseband or as part of a carrier wave. Such a propagated data signal may take any of a variety of forms, including, but not limited to, an electro-magnetic signal, optical signal, or any suitable combination thereof.
- a computer readable signal medium may be any computer readable medium that is not a computer readable storage medium and that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device.
- Program code embodied on a computer readable medium may be transmitted using any appropriate medium, including but not limited to wireless, wireline, optical fiber cable, RF, etc., or any suitable combination of the foregoing.
- Computer program code for carrying out operations for aspects of the present invention may be written in any combination of one or more programming languages, including an object oriented programming language such as Java, Smalltalk, C++ or the like and conventional procedural programming languages, such as the “C” programming language or similar programming languages.
- the program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server.
- the remote computer may be connected to the user's computer through any type of network, including a local area network (LAN) or a wide area network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet Service Provider).
- LAN local area network
- WAN wide area network
- Internet Service Provider for example, AT&T, MCI, Sprint, EarthLink, MSN, GTE, etc.
- These computer program instructions may also be stored in a computer readable medium that can direct a computer, other programmable data processing apparatus, or other devices to function in a particular manner, such that the instructions stored in the computer readable medium produce an article of manufacture including instruction means which implements the function/act specified in the flowchart and/or block diagram block or blocks.
- the computer program instructions may also be loaded onto a computer, other programmable data processing apparatus, or other devices to cause a series of operational steps to be performed on the computer, other programmable data processing apparatus or other devices to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide processes for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks.
- this figure shows a flowchart of a method 200 for searching information according to one exemplary embodiment of the present invention.
- the method upon receipt of a keyword from a search user of a plurality of users, the method first proceeds to step S 202 , where search is carried out in an information repository based on the keyword from the search user, so as to obtain one or more information items to be returned.
- information repository is in a broad sense, which may include an information repository (or a database) for internal usage of an organization (e.g., an enterprise), an information repository that is involved by search platforms available to the public, and various network information repositories, etc.
- the term “information item” is also in a broad sense.
- the information item may further include various formats of documents.
- documents may include, without limitation, documents in ECM system, or Wikis/eRooms, documents in a “word” format, or various documents inside enterprises.
- the search in step S 202 may be implemented using various methods for keyword search in the prior art, and the search result being obtained is also a search result in the normal sense that is obtained after matching the keyword in the search course.
- the one or more information items to be returned may be all search results for the keyword, or part of search results that have been filtered (for example, selecting those search results that are most relevant to the keyword, where there is a huge amount of search results).
- method 200 proceeds to step S 204 , where the information item is returned to the user based on the importance of each information item of the one or more information items. Then method 200 ends.
- the term “importance” is the degree of importance of the information item for the search user. In fact, for a certain information repository, besides that the information items resulting from the search are related to the keyword on which the search is based, they usually imply many objective internal relations stored in the specific information repository.
- FIG. 3 shows a schematic view of an exemplary relationship 300 among a user, an information item and its creator according to one exemplary embodiment of the present invention.
- Exemplary relationship 300 involves a user 301 , an information item 302 and its creator 303 . They have following relationships that are not leveraged in existing search techniques:
- the relationships between different information item creators 303 relate to, for example, the department relationship, position relationship, domain expertise relationship, and geographical location relationship, etc. between creators.
- the information repository is an information repository within an organization like an enterprise or a company
- the creators of internal resources e.g., authors of documents
- the report line or title or domain expertise can be got from the organization profile.
- Multiple creators 303 may also be put in the same or different geographical groups or technical domain groups, and this kind of information can also be easily retrieved.
- the creators have the ability to register themselves to one virtual group based on their interest, or this kind of virtual groups can also be assigned by the system administrator.
- the importance of each information item might be associated with the weight of a creator per se of the information item, where weight may be determined based on, without limitation, one or more of: the creator's department, position, domain expertise, geographical location, the clicks ratio of each information item created by the creator, and historical reviews of each information item created by the creator.
- the clicks ratio and historical reviews of each information item created by the creator reflect a dynamic impact of the creator's historical behaviors on the creator's weight.
- the creators' relationship is that, for example, when an information item is returned to search user 301 , the creator information of the information item is also returned; in turn, a process may be initiated to find which group is the most possible consulting group, and the group's mail list or the primary contact information will also be returned in together.
- the relationships between creators 303 of the information items and users 301 relate to, for example, the department relationship, position relationship, cooperation relationship, domain expertise relationship, and geographical location relationship between the creators and the search users.
- the importance of an information item may also be associated with the relevance between its creator and the search user.
- the relevance may be built based on, without limitation, one or more of: the department relevance, position relevance, cooperation relationship, domain expertise relationship, and geographical location relevance between the creators and the search users. For example, those information items generated by the creators who have the same business unit or functional group or same region or same virtual groups as the search user will get a higher importance, thereby more accurate results can be returned to the user.
- the relationships between different users 301 relate to, for example, the search historical relationship between different users 301 .
- the history of a user searching keywords may be stored in the system for further analyzing; the search users who share the most common things are treated as related users; and information items rated by the related users (to be described below) usually have a higher importance.
- the importance of an information item may be associated with the relevance of this search user to other users.
- the so-called relevance includes, without limitation, the search historical relationship of the user.
- the relationships between users 301 and information items 302 may involve the interactive relationship between a user acting as the search user and the information item returned through search, such as clicks on the information items and/or reviews of the information items.
- search users 301 will click on the returned result for more details, so the ‘click’ on the result means a relationship between the user and the information item is created.
- the advanced ones include that the user promotes/depromotes the importance of a certain result. For example, the user adds comments to a certain information item in the result. This kind of relationship will be leveraged for reference of the importance of other search results.
- the importance of an information item may be associated with users' historical interest on the information item, which historical interest may be built based on, for example, users' click history or review history of the information item.
- the importance of other information items 302 created by creator 303 of this information item will also be promoted. That is, the relationships between users and information items, in turn, affect the relationships between different creators.
- search results comprising one or more information items are sent to search users 301
- users 301 can add tags to the results, and also they can link different results, wherein the default value on the linkage can be “related.”
- the user can also specify a more accurate result like a duplicate for further duplication.
- the determining the content relevance is implemented by the interaction with end users, or by machine learning or based on a (e.g. corporation-optimized taxonomy) classification tool.
- information items with relevance are clustered or formed into a set; while building the user's historical interest in information items, having historical interest in one information item in a set is also regarded as having interest in other information items in the set.
- Users having the same interest can be regarded as “related users,” which, in turn, affects the relationships between users.
- the relationships between creators 303 and information items 302 relate to, for example, the time which a creator spends in creating a certain information item and/or the review of the creator on a certain information item created by himself.
- these factors are also referred to as impacts of a creator on created information items.
- Information items created by the same creator have different importance, and they have different meanings. For example, one document which costs the author one year must have higher value to the whole corporation, and then its final score should be higher than the normal ones. This is the same for those the author most recommends. Therefore, the importance of an information item can further be associated with the impact of a creator of the information item on the created information item.
- an information item e.g., document
- an impact of the creator e.g., author
- the importance such as impacts of the author's position, domain relationship, the time the author has spent, or the review of the author on the document.
- impact factors may be made and optimized based on the interaction with users and finally reflect the real value of information items such as documents and the like.
- the application of the importance of information items in a search result may be implemented with respect to only a part of the search result, for example, a small result set like top 500 results filtered by search keywords, so the workload is not very much.
- some information like the users' weights is not calculated in runtime, but offline, and the total information amount of final weights is not very big, which can be cached in memory and will not cost a long time to compute on them.
- FIG. 4 is a schematic view 400 showing how the creators' relationships will impact the information items' in the organization of an enterprise according to one embodiment of the present invention.
- an Architect (A in FIG. 4 ) has several senior engineers (e.g., B and C in FIG. 4 ) reporting to him, and these senior engineers also might have junior engineers (e.g., D and E in FIG. 4 ) reporting to them.
- the Architect is responsible for the architectural structure, while engineers work on sub components. Then the architectural document (i.e., information item) written by the Architect should have a strong relationship with the component-level documents (i.e., information items) written by the engineers, as shown in FIG. 4 .
- FIG. 5 shows a schematic view of the high level data flow according to one embodiment of the present invention.
- an enterprise frame 501 such as the organization hierarchy (e.g., the relationships between information item creators, etc.) and the like is mapped to a relationship repository 502 .
- the relationships analyzed by a full text index engine 503 from the index are also synchronized to relationship repository 502 .
- the offline evolved and optimized relationships will be put into a computing system's 504 , like the search result processor's, cache for using.
- the results hit by search criteria like keywords in full text index engine 503 will not be returned to the search user immediately, but information items will be returned to a user interface 505 according to the importance of the results and based on related content stored in the cache.
- the behavior of the search user interacting (including clicking/promoting) with the result will also be put into relationship repository 502 , for dynamically evolving the whole system.
- FIG. 6 With reference to FIG. 6 below, further description is presented to a block diagram of an apparatus 600 for searching information according to one embodiment of the present invention.
- apparatus 600 comprises: a search device 601 and a filtering device 602 , wherein the search device 601 is configured to, in response to receipt of a keyword from a search user of a plurality of users, search in an information repository to obtain one or more information items to be returned; and the filtering device 602 is configured to return the information item to the search user based on an importance of each information item of the one or more information items.
- the importance of each information item is associated with one or more of: a creator weight of the each information item, relevance between the creator and the search user, relevance between the search user and other users of the plurality of users, relevance among the one or more information items, historical interest of the plurality of users in the one or more information items, and impact of the creator on created information items.
- apparatus 600 may further comprise: a creator weight determining device 603 configured to determine the creator weight based on one or more of: the creator's department, position, domain expertise, geographical location, a clicks ratio of each information item created by the creator, and a historical review of each information item created by the creator.
- a creator weight determining device 603 configured to determine the creator weight based on one or more of: the creator's department, position, domain expertise, geographical location, a clicks ratio of each information item created by the creator, and a historical review of each information item created by the creator.
- apparatus 600 may further comprise: a creator-user relevance building device 604 configured to build relevance between the creator and the search user based on one or more of: department relevance, position relevance, cooperation relationship, domain expertise relevance, and geographical location relevance between the creator and the search user.
- a creator-user relevance building device 604 configured to build relevance between the creator and the search user based on one or more of: department relevance, position relevance, cooperation relationship, domain expertise relevance, and geographical location relevance between the creator and the search user.
- apparatus 600 may further comprise: an inter-user relevance determining device 605 configured to build relevance between the search user and other users of the plurality of users based on a search history relationship between the search user and the other users.
- apparatus 600 may further comprise: a user historical interest building device 606 configured to build historical interest of the plurality of users in the one or more information items based on a click history of the plurality of users on the information item and/or a review history of the plurality of users on the information item.
- user historical interest building device 606 may comprise: an associated interest building device 610 configured to, while building the historical interest, determine historical interest in one information item in a set of information items having relevance to each other as historical interest in other information items in the set of information items.
- apparatus 600 may further comprise: a creator-information item impact building device 607 configured to build the impact of the creator on each created information item based on time which the creator spends in creating the information item and/or a review of the creator on each created information item.
- a creator-information item impact building device 607 configured to build the impact of the creator on each created information item based on time which the creator spends in creating the information item and/or a review of the creator on each created information item.
- apparatus 600 may further comprise: an inter-information item relationship building device 608 configured to build relevance among the one or more information items based on content relevance among the one or more information items.
- the content relevance may be determined by users, machine learning and/or a classification tool.
- search device 601 further comprises: a part of results selecting device 609 configured to take a part of all search results for the keyword that are most closely related to the keyword as the one or more information items to be returned.
- filtering device 602 is further configured to also return to the user creator information of the information item while returning the information item to the user.
- information repository 611 comprises an information repository for internal usage of an organization, and/or the information item comprises a document.
- the search method and apparatus according to the present invention discover, in depth, internal and objective relationships among the information item, the information item creator and the search user, and apply these relationships to information item search, so that an information item is returned based on the importance of the information item and the accuracy of search is improved.
- the method and apparatus according to the present invention may be dynamically evolving so that the method and apparatus have the technical effect of self-learning and perfecting.
- each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s).
- the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved.
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CN110968800A (en) * | 2019-11-26 | 2020-04-07 | 北京明略软件系统有限公司 | Information recommendation method and device, electronic equipment and readable storage medium |
CN110968800B (en) * | 2019-11-26 | 2023-05-02 | 北京明略软件系统有限公司 | An information recommendation method, device, electronic device and readable storage medium |
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