CN102945263B - A kind of method for determining multiple access correlation informations accessed between object - Google Patents

A kind of method for determining multiple access correlation informations accessed between object Download PDF

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CN102945263B
CN102945263B CN201210407785.5A CN201210407785A CN102945263B CN 102945263 B CN102945263 B CN 102945263B CN 201210407785 A CN201210407785 A CN 201210407785A CN 102945263 B CN102945263 B CN 102945263B
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access
information
node
view
accessed
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CN102945263A (en
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沈毅
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Beijing Baidu Netcom Science and Technology Co Ltd
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Beijing Baidu Netcom Science and Technology Co Ltd
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Abstract

It is an object of the invention to provide a kind of method and apparatus for determining multiple access correlation informations accessed between object, wherein, one or more access sequence information that object is accessed on multiple are obtained by access analysis equipment, according to the continuous access record information included in the access sequence information, the previous access object corresponding to the access record information and the access correlation information between current accessed object are set up or update, to obtain the access correlation information between the multiple access object.Compared with prior art, access record information of the present invention according to user for access object, set up or update multiple access correlation informations accessed between object, so as to provide data supporting for the performance of website or product optimizes according to the access correlation information, optimizing product design, to lift service quality, the efficiency that user obtains information is improved, improve the access experience of user.

Description

A kind of method for determining multiple access correlation informations accessed between object
Technical field
The present invention relates to network technique field, more particularly to a kind of access correlation for determining between multiple access objects The technology of property information.
Background technology
With continuing to develop for internet, webpage quantity on internet is more and more with type of webpage, various applications and Its function also emerges in an endless stream, and substantial amounts of webpage or function often cause that user produces inconvenience in the information of selection, it is therefore desirable to The contact between each webpage or function point is solved, so as to enter to website or product according to the contact between the webpage or function point Professional etiquette is drawn, optimizing product design, improves the access experience of user.
Currently, the access correlations between objects, mainly according to designer, such as angle of product manager are accessed for multiple Degree obtains the contact between the webpage or function point, but the method cannot be from user perspective, according in user's practical application Operation obtain each access correlation between accessing object, cannot for example obtain user using after One function point Those function points have been used again, which accounting example highest in difference in functionality point, and the most closely multiple function points of contact etc., so that The intention of user cannot truly be reflected so that the current methods for obtaining the access correlation between multiple access objects have larger Limitation.
The content of the invention
It is an object of the invention to provide a kind of method for determining multiple access correlation informations accessed between object With equipment.
According to an aspect of the invention, there is provided a kind of for determining multiple access correlation letters accessed between object The method of breath, wherein, the method is comprised the following steps：
A obtains one or more access sequence information that object is accessed on multiple, wherein, the access sequence packet Include the continuous access record information that a user is in the multiple access object at least one, the access record information pair Should be in the multiple access object；
B sets up or updates the access for one or more of access sequence information by the access record information The access correlation information between previous access object and current accessed object corresponding to record information, to obtain the multiple visit Ask the access correlation information between object.
According to another aspect of the present invention, additionally provide a kind of for determining multiple access correlations accessed between object The access analysis equipment of information, wherein, the equipment includes：
Retrieval device, one or more access sequence information of object are accessed for obtaining on multiple, wherein, institute State access sequence information including a user to it is the multiple access object at least one continuous access record information, institute State accessed during record information corresponds to the multiple access object；
Correlation generating means, for for one or more of access sequence information, by the access record information The access correlation between the previous access object corresponding to the access record information and current accessed object is set up or updates to believe Breath, to obtain the access correlation information between the multiple access object.
Compared with prior art, the present invention accesses one or more of objects by the acquisition of access analysis equipment on multiple Access sequence information, according to the continuous access record information included in the access sequence information, sets up or updates the visit The access correlation information between previous access object and the current accessed object corresponding to record information is asked, it is the multiple to obtain Access object between access correlation information, so as to according to user for access object access record information, set up or more New multiple access correlation informations accessed between object, and then according to the performance that the access correlation information is website or product Optimization provides data supporting, and optimizing product design to lift service quality, improves the efficiency that user obtains information, improves user Access experience.And, the present invention can also set up the access for characterizing and accessing correlation information according to the access sequence information View, further, the view that accesses includes the access view based on power guided modes, further, can be combined with Node speed attenuation model, the speed to the node in the access view of the power guided modes is determined such that it is able to root According to the access sequence information, generation accesses view, can also further combine with the access sequence information visuallization Power guided modes, the access correlation information is shown using visual means, allows users to intuitively obtain each Access correlation information between individual access object, improves user and obtains the efficiency for accessing correlation information, and then optimize product Design, to lift service quality, improves the efficiency that user obtains information, improves the access experience of user.And, the present invention may be used also According to predetermined polymerization threshold value, to be polymerized to the interdependent node in the access view, so as to realize to accessing object Classification, the accuracy to accessing object classification is improve from user perspective, and then is website according to the access correlation information Or the performance optimization of product provides data supporting, optimizing product design, to lift service quality.And, the present invention can be with root According to the weight information accessed corresponding to record information, the access correlation information is set up or updated, so as to improve Accuracy to accessing object classification, and then according to the access correlation information for the performance optimization of website or product provides number According to support, optimizing product design, to lift service quality.And, the present invention can also access the access day of object according to multiple Will information, screens to the access log information, so as to obtain access sequence information such that it is able to according to different need Ask, it is flexible to obtain access sequence information；Further, can also be according to accessing the operating interval threshold value between record information It is determined that continuously accessing record information such that it is able to the connected reference record information according to user, the operation information of user is determined Stream, and then according to the operation information stream, data supporting is provided for the performance of website or product optimizes, optimizing product design, with Lifting service quality, improves the efficiency that user obtains information, improves the access experience of user.And, the present invention can also basis The access correlation information of user, based on object is accessed, is determined to the subsequent access object such that it is able to according to The access correlation information, is predicted to subsequent access object, so that for the performance optimization of website or product provides data Support, optimizing product design, to lift service quality, improves the efficiency that user obtains information, improves the access experience of user.
Brief description of the drawings
By the detailed description made to non-limiting example made with reference to the following drawings of reading, it is of the invention other Feature, objects and advantages will become more apparent upon：
Fig. 1 is shown according to a kind of for determining multiple access correlation letters accessed between object of one aspect of the invention The access analysis equipment schematic diagram of breath；
Fig. 2 shows a kind of access phases for determining between multiple access objects in accordance with a preferred embodiment of the present invention The access analysis equipment schematic diagram of closing property information；
Fig. 3 shows a kind of access correlations for determining between multiple access objects according to a further aspect of the present invention The method flow diagram of information；
Fig. 4 shows a kind of access phases for determining between multiple access objects in accordance with a preferred embodiment of the present invention The method flow diagram of closing property information.
Same or analogous reference represents same or analogous part in accompanying drawing.
Specific embodiment
The present invention is described in further detail below in conjunction with the accompanying drawings.
Fig. 1 is shown according to a kind of for determining multiple access correlation letters accessed between object of one aspect of the invention The access analysis equipment schematic diagram of breath；Wherein, the access analysis equipment includes retrieval device 11, correlation generating means 12.Specifically, retrieval device 11 obtains one or more access sequence information that object is accessed on multiple, wherein, institute State access sequence information including a user to it is the multiple access object at least one continuous access record information, institute State accessed during record information corresponds to the multiple access object；Correlation generating means 12 are for one or many Individual access sequence information, as it is described access record information set up or update it is described access record information corresponding to previous access it is right As the access correlation information between current accessed object, believed with obtaining the access correlation between the multiple access object Breath.Here, access analysis equipment includes but is not limited to the network equipment, user equipment or the network equipment and user equipment passes through net Network is integrated constituted equipment.Wherein, the network equipment its include but is not limited to computer, network host, single network The cloud that server, multiple webserver collection or multiple servers are constituted；Here, cloud is by based on cloud computing (Cloud Computing a large amount of computers or the webserver) are constituted, wherein, cloud computing is one kind of Distributed Calculation, by a group pine Dissipate a virtual supercomputer of the computer collection composition of coupling.The user equipment its include but is not limited to any one can With the electronic product that user carries out man-machine interaction by keyboard, remote control, touch pad or voice-operated device, such as computer, intelligence Mobile phone, PDA, game machine or IPTV etc..The network includes but is not limited to internet, wide area network, Metropolitan Area Network (MAN), LAN, VPN Network, wireless self-organization network (AdHoc networks) etc..Those skilled in the art will be understood that other access analysis equipment are same Sample is applied to the present invention, should also be included within the scope of the present invention, and be incorporated herein by reference herein.
It is constant work between above-mentioned each device, here, it will be understood by those skilled in the art that on " lasting " refer to State each device difference in real time, or according to setting or real-time adjustment mode of operation requirement, conduct interviews sequence information Obtain, access acquisition etc. of correlation information, until access analysis equipment stop obtaining on multiple access one of objects or Multiple access sequence information.
Retrieval device 11 obtains one or more access sequence information that object is accessed on multiple, wherein, it is described Access sequence information include a user to it is the multiple access object at least one continuous access record information, it is described Access during record information corresponds to the multiple access object.Specifically, retrieval device 11 is by based on various Communication protocol (Communications Protocol), one or more on multiple access object can be provided with other The equipment of access sequence information, such as access sequence information database is interacted, obtain on multiple access one of objects or Multiple access sequence information；Or the equipment by the way that the access log comprising access sequence information can be provided with other, such as access Log database is interacted, and by log analysis, obtains one or more access sequence information that object is accessed on multiple. Wherein, the access object includes but is not limited to the page, such as multiple pages of same website, multiple pages at a networking station, should Multiple five application pages；Function point, such as multiple functional modules, multiple page elements of the page of application.It is described to access bag Include but be not limited to be operated to the access click of object, inquiry, using, touch, input information etc..Wherein, the access sequence Column information include a user in the multiple access object at least one continuous access record information, access note Record information corresponds in the multiple access object.Here, can be according to user to the operation information for accessing object The judgement of record information is continuously accessed, such as according to the time interval of adjacent operator, when a user accesses right to multiple The operating interval twice of elephant is within 10 minutes, then it is assumed that be continuous operation etc., and this record is continuously accessed as one Record information, the operation twice may correspond to same access object or different access objects.Here, the access sequence Information can be indicated using form, matrix, array or other customized forms.Here, " communication protocol " includes computer The transportation protocol of communication, such as TCP/IP, UDP, FTP, ICMP, NetBEUI, or the other forms being present in computer are led to In communication or operating system between the object of letter, such as OOP the inside between distinct program or computer disparate modules Message transmission protocol.
Correlation generating means 12 are set up for one or more of access sequence information by the access record information Or the previous access object corresponding to the access record information and the access correlation information between current accessed object are updated, with Obtain the multiple access correlation information accessed between object.Specifically, correlation generating means 12 are according to retrieval One or more access sequence information that object is accessed on multiple acquired in device 11, the access sequence information includes one Individual user in the multiple access object at least one continuous access record information, the access record information corresponds to One in the multiple access object.If the current access correlation that there is no any access object and access between object is believed Breath, or current access in correlation information in the absence of one or more corresponding in the continuous access record information Current accessed object, then correlation generating means 12 are according to the access sequence information, set up the access record information institute right Access correlation information between the previous access object and current accessed object answered, such as described access sequence information is (A, B), The A and B represent access object, and current accessed correlation information includes accessing object A, but not comprising object B is accessed, then phase Closing property generating means 12 set up the access correlation information accessed between object B and access object A.Wherein, set up and access related Property information mode, for example, by the interpolation data node in correlation information database is accessed and the association between setting up node Relation, or insert new node in correlation information view is accessed and the side between setting up node, or accessing correlation New ranks and adjustment ranks value is added in matrix, or adds new ranks to represent visit in correlation information form is accessed Access correlation information between asking object and accessing object etc..If there is the continuous visit in current access correlation information Corresponding one or more current accessed objects in record information are asked, then correlation generating means 12 are according to the access sequence Information, the access correlation updated between the previous access object accessed corresponding to record information and current accessed object is believed Breath, such as described access sequence information is (C, D), and the C and D represents access object, and current accessed correlation information includes Access object C and access object D, then the access that correlation generating means 12 are updated between access object C and access object D is related Property information.Wherein, the mode for accessing correlation information is updated, for example, by updating section in correlation information database is accessed Incidence relation between point, or the side in correlation information view is accessed between more new node weighted value, or accessing phase Ranks value, or corresponding table value between adjustment in accessing correlation information form and access object are adjusted in closing property matrix Etc. mode, to update access correlation information between accessing object and accessing object etc..Here, the access correlation information bag Include whether multiple access objects belong to an access sequence of operation, multiple accesses the access orders between objects, adjacent access object Between access time interval or multiple access time interval average, access number of clicks of object etc..People in the art Member will be understood that above-mentioned foundation or the mode of renewal access correlation information are only for example, and other are existing or are likely to occur from now on Foundation or update access correlation information mode be such as applicable to the present invention, should also be included in the scope of the present invention with It is interior, and be incorporated herein by reference herein.
Preferably, the correlation generating means 12 can also be for one or more of access sequence information, by institute Access record information and corresponding weight information are stated, the previous access set up or update corresponding to the access record information is right As the access correlation information between current accessed object, believed with obtaining the access correlation between the multiple access object Breath.Specifically, the correlation generating means 12 can also be right according to access record information and the corresponding weight information The access correlation information is set up or is updated, wherein, the weight information corresponding with record information is accessed is represented not Same access record information is for accessing the different degrees of influence of correlation, for example, it is right continuously to access record information institute In certain threshold range, then bigger to corresponding multiple influences for accessing object, institute is right for the access time answered The weight information answered can increase according to the reduction of time interval.So as to the correlation generating means 12 press the access Record information and corresponding weight information, for example, by access correlation information database in certain weighted value Incidence relation between more new node, or access correlation information view in combine the weight information more new node between side Weighted value, or access correlation matrix in combine the weight information adjust ranks value, or access correlation letter The weight information is combined in breath form and adjusts and access the mode such as corresponding table value between object, with update access object and Access correlation information between access object etc..Here, the foundation or renewal access the mode of correlation information and institute in Fig. 1 Foundation or the update mode for stating correlation generating means 12 are same or similar, and here is omitted, and are included in the form of quoting In this.
Preferably, the retrieval device 11 includes that log acquisition unit (not shown) and sequence screening unit (do not show Go out), wherein, log acquisition unit obtains the access log information on the multiple access object；Sequence screening unit according to Predetermined screening conditions, one or more of access sequence information are screened from the access log information, wherein, the access Sequence information include a user to it is the multiple access object at least one continuous access record information, the access Record information corresponds in the multiple access object.Specifically, log acquisition unit is by based on various communication protocols View (Communications Protocol), can provide the equipment comprising the access log information for accessing object, such as with other Access log database is interacted, and obtains the access log information on the multiple access object.Sequence screening unit root According to predetermined screening conditions, one or more of access sequence information are screened from the access log information, wherein, the visit Ask sequence information include a user to it is the multiple access object at least one continuous access record information, the visit Ask that record information corresponds to the multiple accessed in object.Wherein, the screening conditions are included but is not limited to：The visit The operation time period corresponding to operation information is asked, for example, when multiple operation time periods accessed corresponding to operation information are work Time/time of having a rest, then screen access sequence information corresponding with operation time period according to the different periods；It is described to access operation letter The Regional Property of the corresponding operation user of breath, for example, Regional Property corresponding to one or more of users is same Domain (such as Beijing, the line city of Shanghai one, tier 2 cities etc.；Or it is divided into north and south region etc. according to geographical position), filter out institute State the access sequence information corresponding to the different user in same region；Operate user's corresponding to the access operation information Group attribute, for example, the user of different group, for example, " travels ", " fashion " etc., corresponding because the point of interest paid close attention to is different Access sequence information there may be certain difference, therefore by the access sequence corresponding to the operation user under same group attribute Information is screened.Here, the transportation protocol of " communication protocol " including compunication, such as TCP/IP, UDP, FTP, ICMP, NetBEUI etc., or be present in the other forms communication in computer, such as the communication between OOP the inside object Or the message transmission protocol in operating system between distinct program or computer disparate modules.
It is highly preferred that the access analysis equipment also includes threshold determining apparatus (not shown), wherein, the threshold value determines Device determines the continuous time accessed between record information according to access object or the application message corresponding to it The operating interval threshold value at interval；Wherein, the sequence screening unit is according to the screening conditions, and combines the operating interval threshold Value, one or more of access sequence information are screened from the access log information, wherein, the access sequence information includes One user in the multiple access object at least one continuous access record information, access record information correspondence One in the multiple access object, the continuous time interval accessed between record information is less than the operation room Every threshold value.Specifically, the threshold determining apparatus are pre- by system according to access object or the application message corresponding to it Put, User Defined or carry out the mode such as obtaining using machine learning, determine between the continuous access record information The operating interval threshold value of time interval；Here, because " access sequence " should be the same use that meets operating interval threshold value Multiple operations at family, so needs are determined to the operating interval threshold value；Different access objects or its corresponding application Information, the operating interval being applicable can be with difference, for example, some function points (such as enrollment page) (are such as stepped on compared to other functions point The record page) include many input items, or the first page of many news pages comprising many words, subsequent page only includes one Individual illustration etc., so that the operating interval threshold value being applicable is different.The sequence screening unit according to the screening conditions, and With reference to the operating interval threshold value, one or more of access sequence information, the knot are screened from the access log information The mode of closing operation interval threshold is for example using affiliated operating interval threshold value as screening field etc..Here, the screening accesses sequence The corresponding screening access sequence information of the sequence screening unit in the mode of column information and the preferred embodiment of Fig. 1 Mode is same or similar, and here is omitted, and is incorporated herein in the form of quoting.
Preferably, the access analysis equipment also includes inquiry acquisition device (not shown), subsequent object determining device (not Show) and subsequent object offer device (not shown), wherein, inquiry acquisition device obtain that user submits on subsequent access pair The inquiry request of elephant, wherein the inquiry request include the user with access object；Subsequent object determining device according to Access correlation information between the multiple access object, based on described with object is accessed, it is determined that with described with access The corresponding subsequent access object of object；The subsequent access object is supplied to the user by subsequent object offer device.
Specifically, the inquiry acquisition device is by based on various communication protocols (CommunicationsProtocol), Obtain inquiry user by click on, slide, touch, input etc. mode, such as browser or other can submit on follow-up In accessing the application of inquiry request, software or the system of object, the inquiry request on subsequent access object submitted to, wherein The inquiry request include the user with access object.Wherein, the inquiry request on subsequent access object can To correspond directly to the functional module on webpage (such as the follow-up info web that may be clicked on), webpage (as may be subsequently selected On webpage one or more connection), subsequently may access application (such as it is next may access application APP)；The pass Can also be corresponded to for function point corresponding on webpage or application or webpage/application in the inquiry request of subsequent access object Optimization or test information, for example, the inquiry request of the subsequent access object is current to user with accessing the excellent of object Change information, then in order to realize optimizing purpose, it is necessary to obtain with user in the subsequent access object letter being associated with access object Breath etc..
Subsequent object determining device according to it is the multiple access object between access correlation information, based on it is described with Object is accessed, it is determined that with described in the subsequent access object corresponding with object is accessed.Specifically, the subsequent object determines dress Put the user that is included based on the inquiry request with accessing object, by accessing according to multiple the access between objects Correlation information, it is determined that with described in the subsequent access object corresponding with object is accessed.For example, by according to right with accessing The information such as degree or weight as each directed edge of corresponding node, by degree or one or more directed edge institutes of weight highest Corresponding node (accessing object) is used as subsequent access object.Wherein, the subsequent access object is including but not limited to single Or multiple alternative subsequent access objects, or multiple can form the subsequent access object of access sequence, for example, can be according to poly- The mode of class or traversal, it is determined that multiple can form subsequent access object of access sequence etc..
The subsequent access object is supplied to the user by subsequent object offer device.Specifically, subsequent object is provided Device is based on various communication protocols (CommunicationsProtocol), by directly being interacted with user, or by adjusting The application programming interfaces (API) provided with user equipment, or the form of the communication modes of other agreements such as http, https will Ask, the subsequent access object is supplied to the user.Here, " communication protocol " includes the transportation protocol of compunication, Such as TCP/IP, UDP, FTP, ICMP, NetBEUI, or it is present in the other forms communication in computer, such as object-oriented Message transmission protocol in communication or operating system between the object of programming the inside between distinct program or computer disparate modules.
Fig. 2 shows a kind of access phases for determining between multiple access objects in accordance with a preferred embodiment of the present invention The access analysis equipment schematic diagram of closing property information；Wherein, the access analysis equipment is given birth to including retrieval device 11 ', correlation Into device 12 '.Specifically, retrieval device 11 ' obtains one or more access sequence information that object is accessed on multiple, Wherein, the access sequence information is recorded including a user in the multiple access object at least one continuous access Information, the access record information corresponds in the multiple access object；Correlation generating means 12 ' are for described One or more access sequence information, by it is described access record information set up or update for characterize it is the multiple access object it Between access the access view of correlation information, wherein, the view that accesses includes directed edge between node and adjacent node, described Node corresponds to one of the multiple access object, and the access that the directed edge is characterized in corresponding to the starting point of the directed edge is right The access correlation information accessed between object as corresponding to the terminal of the directed edge.Wherein, in access analysis equipment Retrieval device 11 ' is identical with corresponding intrument shown in Fig. 1 or essentially identical, therefore here is omitted, and the side by quoting Formula is incorporated herein.
It is constant work between above-mentioned each device, here, it will be understood by those skilled in the art that on " lasting " refer to State each device difference in real time, or according to setting or real-time adjustment mode of operation requirement, conduct interviews sequence information The foundation or renewal etc. for the access view that correlation information is accessed between the multiple access object are obtained, characterize, until accessing Analytical equipment stops obtaining one or more the access sequence information for accessing object on multiple.
Correlation generating means 12 ' are built for one or more of access sequence information by the access record information It is vertical or update the access view for accessing correlation information between the multiple access object for characterizing, wherein, the access is regarded Figure includes the directed edge between node and adjacent node, and the node corresponds to one of the multiple access object, described oriented While being characterized between the access object corresponding to the terminal for accessing object and the directed edge corresponding to the starting point of the directed edge Access correlation information.Specifically, access sequence letter of the correlation generating means 12 ' according to acquired in retrieval device 11 ' Breath, accesses object by modes such as mappings, corresponding to the section accessed in view by each in the access sequence information Point, by it is described access object and it is corresponding another access object between access correlation information, by map etc. mode, it is right , for example, user first have accessed access object A, should be then clicked in a directed edge in accessing view or the weight of directed edge Access object B, then set up directed edge from A to B etc., so as to set up or update for characterizing between the multiple access object Access the access view of correlation information.Here, the access view is included but is not limited to by the visualization view after drafting, The picture of user, or not rendered access viewdata can be such as presented to, the access viewdata is available for drafting etc. Treatment.The drafting for accessing view can generate two dimension view using canvas plotting modes, it is also possible to be drawn according to webGL Mode generates 3-D view.
Preferably, the foundation or renewal operation includes following any one：
- the correspondence previous egress for accessing object is set up in the access view by the access record information And/or the ingress of the correspondence current accessed object, and the directed edge that the ingress is pointed to from the egress is set up, That is, when the egress corresponding to ingress and/or previous access object corresponding to current accessed object does not exist, in the visit The node set up in view corresponding thereto is asked, and sets up directed edge corresponding thereto；
- set up from the egress in the access view by the access record information and point to having for the ingress Xiang Bian, i.e. when the egress corresponding to the ingress corresponding to current accessed object and/or previous access object is present, but with When its corresponding directed edge does not exist, then directed edge corresponding thereto is set up；
- updated from the egress in the access view by the access record information and point to having for the ingress Xiang Bian, i.e. when the egress corresponding to the ingress corresponding to current accessed object and/or previous access object is present, with it When corresponding directed edge there is also, then by the access record information, the directed edge is updated, such as increases directed edge Weight etc..
Preferably, the view that accesses includes the access view based on power guided modes, and the access analysis equipment is also wrapped Velocity determination apparatus 13 ', location updating device 14 ', view update device 15 ' are included, wherein, velocity determination apparatus 13 ' are according to institute Power guided modes are stated, based on access view interior joint and its corresponding directed edge, the speed of the view interior joint is determined； Location updating device 14 ' updates the position of corresponding node according to the speed；View update device 15 ' according to the node more Position after new, updates the access view.
Specifically, the power guided modes are referred to for the node in figure being mapped as electric charge, and the side between node is mapped as Charge force, according to the change on the side between the side between node and node, and figure interior nodes and/or node, calculate node displacement Speed, makes node produce displacement, untill stress balance between node (when the whole layout energy i.e. in view is minimum).Work as institute When stating access view including the access view for being based on power guided modes, according to the power guided modes, by the access view Node and node between side be mapped as it is corresponding with power guided modes such as electric charge and charge force；The root of velocity determination apparatus 13 ' According to the power guided modes, the position of each node is initialized, and according to corresponding ergodic algorithm, travel through all nodes, calculated Repulsion between node, travels through all sides, calculates the gravitation between two nodes corresponding to side, is believed according to the repulsion and gravitation Breath, based on access view interior joint and its corresponding directed edge, determines the speed of the view interior joint.
Location updating device 14 ' calculates the displacement information and new positional information of each node according to the speed, from And update the position of corresponding node.
View update device 15 ' according to the position after the node updates, for example, by the new position according to each summit Put, the mode on all of summit and side is redrawn on painting canvas, or according to the new position on each summit, redrawn more on painting canvas The mode on summit and side after new, updates the access view.
It is highly preferred that the velocity determination apparatus 13 ' according to the power guided modes, and can also decline with reference to node speed Subtract model, based on access view interior joint and its corresponding directed edge, determine the speed of the view interior joint.Specifically Ground, the velocity determination apparatus 13 ' combine node speed attenuation model according to the power guided modes, wherein, the node Velocity attenuation model includes but is not limited to simulated annealing model, based on access view interior joint and its corresponding directed edge, Determine the speed of the view interior joint.For example, first, velocity determination apparatus 13 ' initialize the position of each node, using mould Intend the temperature element in annealing model, judge the temperature in whole view whether less than certain threshold value；If so, then end operation； If it is not, all nodes are then traveled through, the repulsion between calculate node；All sides are traveled through, between calculating two nodes corresponding to side Gravitation；According to the repulsion and gravitation information, based on access view interior joint and its corresponding directed edge, it is determined that described regard The speed of figure interior joint；According to the temperature element, vertex velocity of decaying, so as to be calculated often according to the speed after the decay The displacement on individual summit and new position.Node can be made to reach equilibrium level as early as possible using the node speed attenuation model, plus The speed of fast balance.
Preferably, the access analysis equipment also includes polyplant (not shown), wherein, the polyplant is according to pre- Fixed polymerization threshold value, dummy node is polymerized to by interdependent node in the access view, wherein, having between the interdependent node Exceed the polymerization threshold value to the weight or degree on side.Specifically, polyplant is by obtaining predetermined polymerization threshold value, when multiple institutes When the weight or degree for stating the directed edge between interdependent node exceed the polymerization threshold value, interdependent node in the access view is gathered It is combined into dummy node.Wherein, the predetermined polymerization threshold value can be according to User Defined, system intialization or according to machine learning Mode obtained；The dummy node includes but is not limited to be polymerized to the interdependent node with the similar of type mark Node, or the node cluster that the interdependent node is polymerized to represent in the access view side or a part etc..
Fig. 3 shows a kind of access correlations for determining between multiple access objects according to a further aspect of the present invention The method flow diagram of information.Specifically, in step s1, access analysis equipment obtains one or many on multiple access object Individual access sequence information, wherein, the access sequence information includes a user in the multiple access object at least one Continuous access record information, the access record information correspond to it is the multiple access object in one；In step s2 In, institute is set up or updated to access analysis equipment for one or more of access sequence information by the access record information State and access the previous access object corresponding to record information and the access correlation information between current accessed object, it is described to obtain Multiple accesses the access correlation information between object.
It is constant work between above steps, here, it will be understood by those skilled in the art that on " lasting " refer to State each step difference in real time, or according to setting or real-time adjustment mode of operation requirement, conduct interviews sequence information Obtain, access acquisition etc. of correlation information, until access analysis equipment stop obtaining on multiple access one of objects or Multiple access sequence information.
In step s1, access analysis equipment obtains one or more access sequence information that object is accessed on multiple, Wherein, the access sequence information is recorded including a user in the multiple access object at least one continuous access Information, the access record information corresponds in the multiple access object.Specifically, in step s1, access and divide Desorption device with other by that based on various communication protocols (Communications Protocol), can provide and be visited on multiple The equipment for asking one or more access sequence information of object, such as access sequence information database is interacted, and is obtained on many Individual one or more access sequence information for accessing object；Or can provide the access comprising access sequence information by with other The equipment of daily record, such as access log database is interacted, by log analysis, obtain on multiple access one of objects or Multiple access sequence information.Wherein, it is described access object include but is not limited to the page, such as same website multiple pages, one group Multiple pages of website, multiple five application pages of application；Function point, such as multiple functional modules, multiple pages of the page of application Element etc..Described access includes but is not limited to be grasped to the access click of object, inquiry, using, touch, input information etc. Make.Wherein, the access sequence information includes continuous access of the user in the multiple access object at least one Record information, the access record information corresponds in the multiple access object.Here, can be according to user to described The operation information for accessing object is continuously accessed the judgement of record information, such as according to the time interval of adjacent operator, when one Individual user accessed multiple the operating interval twice of object within 10 minutes, then it is assumed that be continuous operation etc., and this is recorded Used as a continuous access record information, described operation may correspond to same access object or different access is right twice As.Here, the access sequence information can be indicated using form, matrix, array or other customized forms.Here, " communication protocol " includes the transportation protocol of compunication, such as TCP/IP, UDP, FTP, ICMP, NetBEUI, or is present in Distinct program in communication or operating system between other forms communication in computer, such as OOP the inside object Or the message transmission protocol between computer disparate modules.
In step s2, access analysis equipment is recorded for one or more of access sequence information by described access Information foundation or the previous access object updated corresponding to the access record information are related to the access between current accessed object Property information, with obtain it is the multiple access object between access correlation information.Specifically, in step s2, access analysis Equipment is according to one or more access sequence information that object is accessed on multiple acquired in step s1, the access sequence Information include a user in the multiple access object at least one continuous access record information, access record Information corresponds in the multiple access object.If the current visit not existed between any access object and access object Ask correlation information, or current access in correlation information in the absence of corresponding in the continuous access record information One or more current accessed objects, then in step s2, access analysis equipment sets up described according to the access sequence information Access the previous access object corresponding to record information and the access correlation information between current accessed object, such as described access Sequence information is (A, B), and the A and B represents access object, and current accessed correlation information includes accessing object A, but does not wrap Containing object B is accessed, then in step s2, access analysis equipment is set up and accesses object B and access the access correlation between object A Information.Wherein, the mode for accessing correlation information is set up, for example, by the interpolation data in correlation information database is accessed Node and the incidence relation between setting up node, or between insert new node in accessing correlation information view and set up node Side, or new ranks and adjustment ranks value are added in correlation matrix is accessed, or accessing correlation information form It is middle to add new ranks to represent access correlation information between accessing object and accessing object etc..If current access correlation Exist in information it is described it is continuous access corresponding one or more current accessed objects in record information, then in step s2 In, access analysis equipment updates the previous access object accessed corresponding to record information according to the access sequence information With the access correlation information between current accessed object, such as described access sequence information is (C, D), and the C and D represents access Object, current accessed correlation information includes accessing object C and accesses object D, then in step s2, access analysis equipment is more It is new to access object C and access the access correlation information between object D.Wherein, the mode for accessing correlation information, example are updated Such as, by the incidence relation between more new node in accessing correlation information database, or correlation information view is being accessed In side between more new node weighted value, or ranks value is adjusted in correlation matrix is accessed, or accessing correlation letter The mode such as table value corresponding between adjustment and access object in breath form, to update the access between accessing object and accessing object Correlation information etc..Here, the access correlation information includes whether multiple access objects belong to an access sequence of operation, It is average that access time interval or multiple access times between the access order between multiple access object, adjacent access object are spaced Number, accesses number of clicks of object etc..Those skilled in the art will be understood that above-mentioned foundation or update and access correlation information Mode is only for example, and other existing or foundation being likely to occur from now on or the mode for updating access correlation information can such as be fitted For the present invention, should also be included within the scope of the present invention, and be incorporated herein by reference herein.
Preferably, in step s2, access analysis equipment can also be pressed for one or more of access sequence information It is described to access record information and corresponding weight information, set up or update the previous access corresponding to the access record information Access correlation information between object and current accessed object, is believed with obtaining the access correlation between the multiple access object Breath.Specifically, in step s2, access analysis equipment can also be believed according to the access record information and corresponding weight Breath, is set up or is updated to the access correlation information, wherein, the weight information table corresponding with record information is accessed Show different access record informations for accessing the different degrees of influence of correlation, for example, record information ought be accessed continuously Corresponding access time is in certain threshold range, then bigger to corresponding multiple influences for accessing object, Corresponding weight information can increase according to the reduction of time interval.So as in step s2, access analysis equipment presses institute State access record information and corresponding weight information, for example, by access correlation information database in certain power Incidence relation between tuple value more new node, or the weight information more new node is combined in correlation information view is accessed Between side weighted value, or access correlation matrix in combine the weight information adjust ranks value, or access phase The modes such as table value corresponding between weight information adjustment and access object are combined in closing property information form, to update access Access correlation information between object and access object etc..Here, it is described foundation or update access correlation information mode with Foundation or update mode in Fig. 3 in step s2 is same or similar, and here is omitted, and is incorporated herein in the form of quoting.
Preferably, in step s1, access analysis equipment includes step s11 (not shown) and step s12 (not shown), its In, in step s11, access analysis equipment obtains the access log information on the multiple access object；In step s12 In, access analysis equipment screens one or more of access sequences according to predetermined screening conditions from the access log information Column information, wherein, the access sequence information include a user to it is the multiple access object at least one it is continuous Record information is accessed, the access record information corresponds in the multiple access object.Specifically, in step s11 In, access analysis equipment is by that based on various communication protocols (Communications Protocol), bag can be provided with other Equipment containing the access log information for accessing object, such as access log database is interacted, and is obtained on the multiple access The access log information of object.In step s12, access analysis equipment according to predetermined screening conditions, from the access log The one or more of access sequence information of information sifting, wherein, the access sequence information includes a user to described many At least one continuous access record information in individual access object, it is right that the access record information corresponds to the multiple access One as in.Wherein, the screening conditions are included but is not limited to：Operation time period corresponding to the access operation information, example Such as, the operation time period for being accessed corresponding to operation information when multiple is described is working time/time of having a rest, then according to the different periods Screening access sequence information corresponding with operation time period；The Regional Property of the operation user corresponding to the access operation information, For example, Regional Property corresponding to one or more of users is in same region (such as Beijing, the line city of Shanghai one, two wires City etc.；Or it is divided into north and south region etc. according to geographical position), filter out corresponding to the different user in same region Access sequence information；The group attribute of the operation user corresponding to the access operation information, for example, the user of different groups, For example " travel ", " fashion " etc., because the point of interest paid close attention to is different, corresponding access sequence information there may be certain difference It is different, therefore the access sequence information corresponding to the operation user under same group attribute is screened.Here, " communication protocol " Transportation protocol including compunication, such as TCP/IP, UDP, FTP, ICMP, NetBEUI, or be present in computer Other forms communicate, such as distinct program or computer be not in the communication or operating system between OOP the inside object With the message transmission protocol between module.
It is highly preferred that methods described also includes step s6 (not shown), wherein, in step s6, access analysis equipment root According to access object or the application message corresponding to it, the continuous time interval accessed between record information is determined Operating interval threshold value；Wherein, in step s12, access analysis equipment combines the operating interval according to the screening conditions Threshold value, one or more of access sequence information are screened from the access log information, wherein, the access sequence packet Include the continuous access record information that a user is in the multiple access object at least one, the access record information pair The operation should be less than in the multiple access object, the continuous time interval accessed between record information Interval threshold.Specifically, in step s6, access analysis equipment accesses object or the application message corresponding to it according to described, Carry out the mode such as obtaining by system intialization, User Defined or using machine learning, determine that continuous the access records The operating interval threshold value of the time interval between information；Here, because " access sequence " should meet operating interval threshold value Same user multiple operations, so needs are determined to the operating interval threshold value；Different access objects or its Corresponding application message, the operating interval being applicable can be with difference, for example, some function points (such as enrollment page) compare other work( Can point (such as login page) include many input items, or many news pages first page comprising many words continued page Face is only including an illustration etc., so that the operating interval threshold value being applicable is different.In step s12, access analysis equipment According to the screening conditions, and the operating interval threshold value is combined, screen one or more of from the access log information Access sequence information, the mode of the binding operation interval threshold is for example using affiliated operating interval threshold value as screening field etc.. Here, the corresponding screening of the step s12 in the preferred embodiment of the mode of the screening access sequence information and Fig. 3 The mode of access sequence information is same or similar, and here is omitted, and is incorporated herein in the form of quoting.
Preferably, the access analysis equipment also includes step s7 (not shown), step s8 (not shown) and step s9 (not Show), wherein, in step s7, access analysis equipment obtains the inquiry request on subsequent access object that user submits to, its Described in inquiry request include the user with access object；In step s8, access analysis equipment is according to the multiple Access object between access correlation information, based on it is described with access object, it is determined that with it is described with access object it is relative The subsequent access object answered；In step s9, the subsequent access object is supplied to the user by access analysis equipment.
Specifically, in step s7, access analysis equipment is by based on various communication protocol (Communications Protocol), obtain inquiry user by click on, slide, touch, input etc. mode, such as browser or other can carry In handing over the application of the inquiry request on subsequent access object, software or system, the looking on subsequent access object submitted to Ask request, wherein the inquiry request include the user with access object.Wherein, it is described on subsequent access object The functional module that inquiry request can be corresponded directly on webpage (such as the info web that may subsequently click on), webpage is (such as follow-up May selection webpage on one or more connection), subsequently may access application (such as it is next may access application APP)；It is right for institute on webpage or application or webpage/application that the inquiry request on subsequent access object can also be corresponded to The optimization of the function point answered or test information, for example, the inquiry request of the subsequent access object be it is current to user with The optimization information of object is accessed, then in order to realize optimization purpose, it is necessary to obtain with user after being associated with access object It is continuous to access object information etc..
In step s8, access analysis equipment is based on according to the access correlation information between the multiple access object It is described with accessing object, it is determined that with described with accessing the corresponding subsequent access object of object.Specifically, in step s8 In, access analysis equipment be based on the user that includes of the inquiry request with object is accessed, accessed by according to multiple Access correlation information between object, it is determined that with described in the subsequent access object corresponding with object is accessed.For example, passing through According to degree or the information such as weight in each directed edge with the node corresponding to accessing object, by degree or weight highest one Or the node (accessing object) corresponding to multiple directed edges is used as subsequent access object.Wherein, the subsequent access object bag Single or multiple alternative subsequent access objects are included but are not limited to, or multiple can form the subsequent access pair of access sequence As for example, can be according to cluster or the mode of traversal, it is determined that multiple can form subsequent access object of access sequence etc..
In step s9, the subsequent access object is supplied to the user by access analysis equipment.Specifically, in step In s9, access analysis equipment is based on various communication protocols (Communications Protocol), by directly being carried out with user The communication of other agreements such as interaction, or application programming interfaces (API) by calling user equipment to be provided, or http, https The call format of mode, the user is supplied to by the subsequent access object.Here, " communication protocol " includes compunication Transportation protocol, such as TCP/IP, UDP, FTP, ICMP, NetBEUI, or be present in the other forms communication in computer, In such as communication or operating system between OOP the inside object between distinct program or computer disparate modules Message transmission protocol.
Fig. 4 shows a kind of access phases for determining between multiple access objects in accordance with a preferred embodiment of the present invention The method flow diagram of closing property information.Specifically, in step s1 ', access analysis equipment obtains and the one of object is accessed on multiple Individual or multiple access sequence information, wherein, the access sequence information include a user to it is the multiple access object in extremely Few one continuous access record information, the access record information corresponds in the multiple access object； In step s2 ', access analysis equipment for one or more of access sequence information, set up by the access record information or Update for characterize it is the multiple access object between access correlation information access view, wherein, it is described access view bag The directed edge between node and adjacent node is included, the node corresponds to one of the multiple access object, the directed edge table Levy the access accessed between object corresponding to the terminal for accessing object and the directed edge corresponding to the starting point in the directed edge Correlation information.Wherein, the step s1 ' in access analysis equipment is identical or essentially identical with correspondence step shown in Fig. 3, therefore herein Repeat no more, and be incorporated herein by reference.
It is constant work between above steps, here, it will be understood by those skilled in the art that on " lasting " refer to State each step difference in real time, or according to setting or real-time adjustment mode of operation requirement, conduct interviews sequence information The foundation or renewal etc. for the access view that correlation information is accessed between the multiple access object are obtained, characterize, until accessing Analytical equipment stops obtaining one or more the access sequence information for accessing object on multiple.
In step s2 ', access analysis equipment is recorded for one or more of access sequence information by described access Information set up or update for characterize it is the multiple access object between access correlation information access view, wherein, it is described The directed edge that view is included between node and adjacent node is accessed, the node corresponds to one of the multiple access object, institute State directed edge and be characterized in access object corresponding to the terminal for accessing object and the directed edge corresponding to the starting point of the directed edge Between access correlation information.Specifically, in step s2 ', access sequence of the access analysis equipment according to acquired in step s1 ' Column information, accesses object by modes such as mappings, corresponding in access view by each in the access sequence information Individual node, by the access correlation information between the access object and corresponding another access object, by the side such as mapping Formula, corresponding to the weight of the directed edge or directed edge accessed in view, for example, user first have accessed access object A, then Access object B is clicked, then directed edge from A to B etc. is set up, so as to set up or update for characterizing the multiple access object Between access correlation information access view.Here, the access view is included but is not limited to by the visualization after drafting View, can such as be presented to the picture of user, or not rendered access viewdata, and the access viewdata is available for painting The treatment such as system.The drafting for accessing view can generate two dimension view using canvas plotting modes, it is also possible to according to webGL Plotting mode generates 3-D view.
Preferably, the foundation or renewal operation includes following any one：
- the correspondence previous egress for accessing object is set up in the access view by the access record information And/or the ingress of the correspondence current accessed object, and the directed edge that the ingress is pointed to from the egress is set up, That is, when the egress corresponding to ingress and/or previous access object corresponding to current accessed object does not exist, in the visit The node set up in view corresponding thereto is asked, and sets up directed edge corresponding thereto；
- set up from the egress in the access view by the access record information and point to having for the ingress Xiang Bian, i.e. when the egress corresponding to the ingress corresponding to current accessed object and/or previous access object is present, but with When its corresponding directed edge does not exist, then directed edge corresponding thereto is set up；
- updated from the egress in the access view by the access record information and point to having for the ingress Xiang Bian, i.e. when the egress corresponding to the ingress corresponding to current accessed object and/or previous access object is present, with it When corresponding directed edge there is also, then by the access record information, the directed edge is updated, such as increases directed edge Weight etc..
Preferably, the view that accesses includes the access view based on power guided modes, and the access analysis equipment is also wrapped Step s3 ', step s4 ', step s5 ' are included, wherein, in step s3 ', access analysis equipment is according to the power guided modes, base In access view interior joint and its corresponding directed edge, the speed of the view interior joint is determined；In step s4 ', visit Ask that analytical equipment, according to the speed, updates the position of corresponding node；In step s5 ', access analysis equipment is according to the section Position after point renewal, updates the access view.
Specifically, the power guided modes are referred to for the node in figure being mapped as electric charge, and the side between node is mapped as Charge force, according to the change on the side between the side between node and node, and figure interior nodes and/or node, calculate node displacement Speed, makes node produce displacement, untill stress balance between node (when the whole layout energy i.e. in view is minimum).Work as institute When stating access view including the access view for being based on power guided modes, according to the power guided modes, by the access view Node and node between side be mapped as it is corresponding with power guided modes such as electric charge and charge force；In step s3 ', access and divide Desorption device initializes the position of each node according to the power guided modes, and according to corresponding ergodic algorithm, travels through all sections Point, the repulsion between calculate node travels through all sides, the gravitation between two nodes corresponding to side is calculated, according to the repulsion With gravitation information, based on access view interior joint and its corresponding directed edge, the speed of the view interior joint is determined.
In step s4 ', access analysis equipment calculates the displacement information of each node and new position according to the speed Confidence ceases, so as to update the position of corresponding node.
In step s5 ', access analysis equipment according to the position after the node updates, for example, by according to each summit New position, the mode on all of summit and side is redrawn on painting canvas, or according to the new position on each summit, in painting canvas On redraw the mode on summit and side after updating, update the access view.
It is highly preferred that in step s3 ', access analysis equipment according to the power guided modes, and can also combine node Velocity attenuation model, based on access view interior joint and its corresponding directed edge, determines the speed of the view interior joint. Specifically, in step s3 ', access analysis equipment combines node speed attenuation model according to the power guided modes, its In, the node speed attenuation model includes but is not limited to simulated annealing model, based on the access view interior joint and its right The directed edge answered, determines the speed of the view interior joint.For example, first, in step s3 ', the initialization of access analysis equipment Whether the position of each node, using the temperature element in simulated annealing model, judge the temperature in whole view less than certain Threshold value；If so, then end operation；If it is not, all nodes are then traveled through, the repulsion between calculate node；All sides are traveled through, side is calculated Gravitation between two corresponding nodes；According to the repulsion and gravitation information, based on the access view interior joint and its right The directed edge answered, determines the speed of the view interior joint；According to the temperature element, vertex velocity of decaying, so as to according to institute State the speed after decay and calculate the displacement on each summit and new position.Can be with envoy using the node speed attenuation model Point reaches equilibrium level as early as possible, accelerates the speed of balance.
Preferably, methods described also includes step s10 ' (not shown), wherein, in step s10 ', access analysis equipment According to predetermined polymerization threshold value, interdependent node in the access view is polymerized to dummy node, wherein, the interdependent node it Between directed edge weight or degree exceed the polymerization threshold value.Specifically, in step s10 ', access analysis equipment is by obtaining Predetermined polymerization threshold value, when the weight or degree of the directed edge between multiple interdependent nodes exceed the polymerization threshold value, will Interdependent node is polymerized to dummy node in the access view.Wherein, the predetermined polymerization threshold value can be made by oneself according to user Justice, system intialization are obtained according to the mode of machine learning；The dummy node is included but is not limited to the associated section Point is polymerized to the similar node with type mark, or the interdependent node is polymerized in access view side or one Node cluster that part represents etc..
It is obvious to a person skilled in the art that the invention is not restricted to the details of above-mentioned one exemplary embodiment, Er Qie In the case of without departing substantially from spirit or essential attributes of the invention, the present invention can be in other specific forms realized.Therefore, no matter From the point of view of which point, embodiment all should be regarded as exemplary, and be nonrestrictive, the scope of the present invention is by appended power Profit requires to be limited rather than described above, it is intended that all in the implication and scope of the equivalency of claim by falling Change is included in the present invention.Any reference in claim should not be considered as the claim involved by limitation.This Outward, it is clear that " including " word is not excluded for other units or step, odd number is not excluded for plural number.The multiple stated in device claim Unit or device can also be realized by a unit or device by software or hardware.The first, the second grade word is used for table Show title, and be not offered as any specific order.

Claims (16)

1. a kind of for determining multiple methods for accessing correlation informations accessed between object, wherein, the method includes following Step：
A obtains one or more access sequence information that object is accessed on multiple, wherein, the access sequence information includes one Individual user in the multiple access object at least one continuous access record information, the access record information corresponds to One in the multiple access object；
B is set up by the access record information or updates described for characterizing for one or more of access sequence information Multiple accesses the access view of access correlation information between object, wherein, the access view is based on power guided modes View is accessed, the access view includes the directed edge between node and adjacent node, and the node corresponds to the multiple access One of object, the access object that the directed edge is characterized in corresponding to the starting point of the directed edge is right with the terminal institute of the directed edge That answers accesses the access correlation information between object；
X according to the power guided modes, based on access view interior joint and its corresponding directed edge, in determining the view The speed of node；
- according to the speed, update the position of corresponding node；
- according to the position after the node updates, update the access view.
2. method according to claim 1, wherein, the foundation or update operation and include following any one：
- the previous egress and/or correspondence for accessing object of correspondence is set up in the access view by the access record information The ingress of current accessed object, and set up the directed edge that the ingress is pointed to from the egress；
- set up from the egress in the access view by the access record information and point to the oriented of the ingress Side；
- updated from the egress in the access view by the access record information and point to the oriented of the ingress Side.
3. method according to claim 1, wherein, the step x includes：
- according to the power guided modes, and node speed attenuation model is combined, based on access view interior joint and its correspondence Directed edge, determine the speed of the view interior joint.
4. according to the method in any one of claims 1 to 3, wherein, the method also includes：
- according to predetermined polymerization threshold value, interdependent node in the access view is polymerized to dummy node, wherein, the correlation The weight or degree of the directed edge between node exceed the polymerization threshold value.
5. according to the method in any one of claims 1 to 3, wherein, the step b includes：
- for one or more of access sequence information, by access record information and the corresponding weight information, set up Or update for characterize it is the multiple access object between access correlation information access view, wherein, the access view Including the directed edge between node and adjacent node, the node corresponds to one of the multiple access object, the directed edge It is characterized in the visit accessed between object corresponding to the terminal for accessing object and the directed edge corresponding to the starting point of the directed edge Ask correlation information.
6. according to the method in any one of claims 1 to 3, wherein, the step a includes：
- obtain the access log information on the multiple access object；
A1 screens one or more of access sequence information according to predetermined screening conditions from the access log information, its In, the access sequence information records letter including a user in the multiple access object at least one continuous access Breath, accessed during record information corresponds to the multiple access object.
7. method according to claim 6, wherein, the method also includes：
- according to it is described access object or the application message corresponding to it, determine it is described it is continuous access record information between when Between be spaced operating interval threshold value；
Wherein, the step a1 includes：
- according to the screening conditions, and combine the operating interval threshold value, from access log information screening it is one or Multiple access sequence information, wherein, the access sequence information includes a user in the multiple access object at least one Individual continuous access record information, the access record information corresponds in the multiple access object, the company Time interval between continuous access record information is less than the operating interval threshold value.
8. according to the method in any one of claims 1 to 3, wherein, the method also includes：
- inquiry request on subsequent access object that user submits to is obtained, wherein the inquiry request includes the user's With access object；
- according to it is the multiple access object between access correlation information, based on it is described with access object, it is determined that with it is described In the subsequent access object corresponding with object is accessed；
- the subsequent access object is supplied to the user.
9. a kind of for determining multiple access analysis equipment for accessing correlation informations accessed between object, wherein, the equipment Including：
Retrieval device, one or more access sequence information of object are accessed for obtaining on multiple, wherein, the visit Ask sequence information include a user to it is the multiple access object at least one continuous access record information, the visit Ask that record information corresponds to the multiple accessed in object；
Correlation generating means, for for one or more of access sequence information, being set up by the access record information Or update for characterize it is the multiple access object between access correlation information access view, wherein, the access view It is the access view based on power guided modes, the access view includes the directed edge between node and adjacent node, the node Corresponding to the multiple access one of object, the directed edge be characterized in access object corresponding to the starting point of the directed edge with The access correlation information accessed between object corresponding to the terminal of the directed edge；
Velocity determination apparatus, for according to the power guided modes, based on the access view interior joint and its corresponding oriented Side, determines the speed of the view interior joint；
Location updating device, for according to the speed, updating the position of corresponding node；
View update device, for according to the position after the node updates, updating the access view.
10. access analysis equipment according to claim 9, wherein, the foundation or update operation and include following any one：
- the previous egress and/or correspondence for accessing object of correspondence is set up in the access view by the access record information The ingress of current accessed object, and set up the directed edge that the ingress is pointed to from the egress；
- set up from the egress in the access view by the access record information and point to the oriented of the ingress Side；
- updated from the egress in the access view by the access record information and point to the oriented of the ingress Side.
11. access analysis equipment according to claim 9, wherein, the velocity determination apparatus are used for：
- according to the power guided modes, and node speed attenuation model is combined, based on access view interior joint and its correspondence Directed edge, determine the speed of the view interior joint.
The 12. access analysis equipment according to any one of claim 9 to 11, wherein, the equipment also includes：
Polyplant, for according to predetermined polymerization threshold value, interdependent node in the access view being polymerized into dummy node, its In, the weight or degree of the directed edge between the interdependent node exceed the polymerization threshold value.
The 13. access analysis equipment according to any one of claim 9 to 11, wherein, the correlation generating means are used In：
- for one or more of access sequence information, by access record information and the corresponding weight information, set up Or update for characterize it is the multiple access object between access correlation information access view, wherein, the access view Including the directed edge between node and adjacent node, the node corresponds to one of the multiple access object, the directed edge It is characterized in the visit accessed between object corresponding to the terminal for accessing object and the directed edge corresponding to the starting point of the directed edge Ask correlation information.
The 14. access analysis equipment according to any one of claim 9 to 11, wherein, the retrieval device includes：
Log acquisition unit, for obtaining the access log information on the multiple access object；
Sequence screening unit, for according to predetermined screening conditions, screening one or more of from the access log information Access sequence information, wherein, the access sequence information includes a user in the multiple access object at least one Continuous to access record information, the access record information corresponds in the multiple access object.
15. access analysis equipment according to claim 14, wherein, the equipment also includes：
Threshold determining apparatus, for according to access object or the application message corresponding to it, determining the continuous access The operating interval threshold value of the time interval between record information；
Wherein, the sequence screening unit is used for：
- according to the screening conditions, and combine the operating interval threshold value, from access log information screening it is one or Multiple access sequence information, wherein, the access sequence information includes a user in the multiple access object at least one Individual continuous access record information, the access record information corresponds in the multiple access object, the company Time interval between continuous access record information is less than the operating interval threshold value.
The 16. access analysis equipment according to any one of claim 9 to 11, wherein, the equipment also includes：
Inquiry acquisition device, the inquiry request on subsequent access object for obtaining user's submission, wherein the inquiry please Ask including the user with access object；
Subsequent object determining device, for according to it is the multiple access object between access correlation information, based on it is described With object is accessed, it is determined that with described in the subsequent access object corresponding with object is accessed；
Subsequent object offer device, for the subsequent access object to be supplied into the user.
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