CN110069540A - Information output method and device - Google Patents
Information output method and device Download PDFInfo
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- CN110069540A CN110069540A CN201710805879.0A CN201710805879A CN110069540A CN 110069540 A CN110069540 A CN 110069540A CN 201710805879 A CN201710805879 A CN 201710805879A CN 110069540 A CN110069540 A CN 110069540A
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- China
- Prior art keywords
- category
- mark
- candidate class
- browsing information
- logo collection
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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
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2465—Query processing support for facilitating data mining operations in structured databases
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2216/00—Indexing scheme relating to additional aspects of information retrieval not explicitly covered by G06F16/00 and subgroups
- G06F2216/03—Data mining
Abstract
The embodiment of the present application discloses information output method and device.One specific embodiment of this method includes: the browsing information aggregate for obtaining and recording within a predetermined period of time, wherein every browsing information in browsing information aggregate includes user identifier and at least one category mark；The category extracted in addition to default category mark from each item browsing information identified including default category in browsing information aggregate identifies, and forms category logo collection；For each category mark in category logo collection, the quantity for determining mutually different user identifier included by browsing information in each item browsing information, including category mark and default category mark, using the quantity as user volume corresponding with category mark；Based on identified user volume, association category mark of the category mark as default category mark is chosen in category logo collection, and export association category mark.The embodiment, which realizes, is imbued with targetedly information output.
Description
Technical field
This application involves field of computer technology, and in particular to Internet technical field more particularly to information output method
And device.
Background technique
Currently, the relevant mining between category has more application scenarios, such as applied to shop (such as solid shop/brick and mortar store, net
Shop), the laying for goods in warehouse etc..There is the article of certain correlation to close on and put corresponding category in shop, it can be with
In the period for shortening user's purchase to greatest extent, user is helped quickly to navigate to the article oneself admired, but also can promote
User buys more articles.There is the article of certain correlation to be for example placed on same goods corresponding category in warehouse
It on frame, or is placed on multiple shelf that storage position is closed on, article outbound rate etc. can be improved.
Therefore, how to excavate the category with certain correlation is a good problem to study.
Summary of the invention
The purpose of the embodiment of the present application is to propose a kind of improved information output method and device, to solve background above
The technical issues of technology segment is mentioned.
In a first aspect, the embodiment of the present application provides a kind of information output method, this method comprises: obtaining in the predetermined time
The browsing information aggregate recorded in section, wherein every browsing information in browsing information aggregate includes user identifier and at least one
A category mark；It include presetting to extract in each item browsing information that category identifies to remove default category from browsing in information aggregate
Category mark other than mark, forms category logo collection；For each category mark in category logo collection, determine above-mentioned
Mutually different user included by browsing information in each item browsing information, including category mark and default category mark
The quantity of mark, using the quantity as user volume corresponding with category mark；Based on identified user volume, identified in category
Association category mark of the category mark as default category mark is chosen in set, and exports association category mark.
In some embodiments, the browsing information in above-mentioned browsing information aggregate further includes class of subscriber mark；And
After the browsing information aggregate that above-mentioned acquisition records within a predetermined period of time, the above method further include: to above-mentioned browsing information collection
Browsing information in conjunction carries out data cleansing operation, wherein data cleansing operation includes at least one of the following: missing values more
It mends, the class of subscriber that removing is included identifies the browsing information being present in pre-set user classification logotype set, to including identical
User identifier and identical category mark at least two browsing information in browsing information be purged.
In some embodiments, based on identified user volume, category mark is chosen in category logo collection as pre-
If the association category mark of category mark, comprising: by the sequence that corresponding user volume is descending, from category logo collection
Extract the maximum preceding preset number category mark composition candidate class logo collection of corresponding user volume；For candidate
Each candidate class mark in class logo collection, determines the first category logo collection corresponding with the candidate class mark,
In, which includes preset number the first category mark, the first product in the first category logo collection
Class mark is to remove candidate's category included by browsing information in above-mentioned browsing information aggregate, including candidate class mark
Category mark other than mark；Based on identified each first category logo collection, chosen from candidate class logo collection
Association category mark of the candidate class mark as default category mark.
In some embodiments, above-mentioned determination the first category logo collection corresponding with the candidate class mark, comprising: from
It extracts in each item browsing information including candidate class mark in above-mentioned browsing information aggregate except the candidate class identifies
Category mark in addition, forms the first candidate class logo collection corresponding with the candidate class mark；For first candidate
Each of category logo collection the first candidate class mark determines above-mentioned each item browsing information including candidate class mark
In, mutually different user marks included by browsing information including candidate class mark and the first candidate class mark
The quantity of knowledge, using the quantity as user volume corresponding with the first candidate class mark；By corresponding user volume by greatly to
Small sequence selects corresponding user volume maximum preceding preset number first from the first candidate class logo collection
Candidate class mark, forms the first category logo collection corresponding with the candidate class mark.
In some embodiments, based on identified each first category logo collection, from candidate class logo collection
Choose association category mark of the candidate class mark as default category mark, comprising: in candidate class logo collection
Each candidate class mark determines that default category identifies whether to be present in corresponding the first category mark of candidate class mark
In set, if so, the association category by candidate class mark as default category mark identifies.
In some embodiments, based on identified each first category logo collection, from candidate class logo collection
Choose association category mark of the candidate class mark as default category mark, further includes: in candidate class logo collection
Each candidate class identifies corresponding user volume summation, obtains the first user total amount corresponding with default category mark；It will
First category logo collection in candidate class logo collection, corresponding includes the candidate class mark group of default category mark
At the second candidate class logo collection；The second candidate class of each of second candidate class logo collection is identified, to this
Each first category in the first corresponding category logo collection of second candidate class mark identifies corresponding user volume
Summation, obtains second user total amount corresponding with the second candidate class mark；For in the second candidate class logo collection
Each second candidate class mark, determine the corresponding user volume of the second candidate class mark and above-mentioned first user total amount it
Between ratio, and determine the ratio between the second candidate class mark corresponding user volume and second user total amount, will
The product of two ratios is determined as the relevance values between default category mark and the second candidate class mark；According to correlation
It is worth descending sequence, the second candidate class mark is chosen from the second candidate class logo collection as default category mark
Association category mark.
In some embodiments, the above method further include: association category mark and default category mark determined by output
Between relevance values.
Second aspect, the embodiment of the present application provide a kind of information output apparatus, which includes: acquiring unit, configuration
For obtaining the browsing information aggregate recorded within a predetermined period of time, wherein every browsing information in the browsing information aggregate
It is identified including user identifier and at least one category；Extraction unit is configured to from the browsing information aggregate include default
The category mark in addition to default category mark is extracted in each item browsing information of category mark, forms category logo collection；
Determination unit is configured to determine in above-mentioned each item browsing information, packet for each category mark in category logo collection
The quantity for including mutually different user identifier included by the browsing information of category mark and default category mark, by the quantity
As user volume corresponding with category mark；Output unit is configured to based on identified user volume, in category identification sets
Association category mark of the category mark as default category mark is chosen in conjunction, and exports association category mark.
In some embodiments, the browsing information in above-mentioned browsing information aggregate further includes class of subscriber mark；On and
State device further include: data cleansing unit is configured to carry out data cleansing to the browsing information in above-mentioned browsing information aggregate
Operation, wherein data cleansing operation includes at least one of the following: that missing values make up, remove included class of subscriber mark
It is present in browsing information in pre-set user classification logotype set, to including that identical user identifier and identical category identify
Browsing information at least two browsing information is purged.
In some embodiments, above-mentioned output unit includes: extraction subelement, be configured to by corresponding user volume by
Small sequence is arrived greatly, and the corresponding maximum preceding preset number category mark group of user volume is extracted from category logo collection
At candidate class logo collection；It determines subelement, is configured to for each candidate category in candidate class logo collection
Know, determines the first category logo collection corresponding with the candidate class mark, wherein the first category logo collection includes preset
Number the first category mark, the first category mark in the first category logo collection be it is in above-mentioned browsing information aggregate,
Category mark included by browsing information including candidate class mark in addition to candidate class mark；It is single to choose son
Member, is configured to based on identified each first category logo collection, and candidate category is chosen from candidate class logo collection
Identify the association category mark as default category mark.
In some embodiments, above-mentioned determining subelement includes: extraction module, is configured to from above-mentioned browsing information aggregate
In include the candidate class mark each item browsing information in extract except the candidate class mark in addition to category mark, group
At the first candidate class logo collection corresponding with the candidate class mark；Determining module is configured to for first candidate
Each of category logo collection the first candidate class mark determines above-mentioned each item browsing information including candidate class mark
In, mutually different user marks included by browsing information including candidate class mark and the first candidate class mark
The quantity of knowledge, using the quantity as user volume corresponding with the first candidate class mark；Choose module, be configured to by pair
It is maximum to select corresponding user volume from the first candidate class logo collection for the descending sequence of the user volume answered
Preceding preset number the first candidate class mark, forms the first category logo collection corresponding with the candidate class mark.
In some embodiments, above-mentioned selection subelement includes: the first determining module, is configured to for candidate category
Know each candidate class mark in set, determines that default category identifies whether to be present in corresponding the of candidate class mark
In one category logo collection, if so, the association category by candidate class mark as default category mark identifies.
In some embodiments, above-mentioned selection subelement further include: the first summation module is configured to candidate category
Know each candidate class in set and identify corresponding user volume summation, obtains corresponding with default category mark first and use
Family total amount；Comprising modules are configured to the first category logo collection in candidate class logo collection, corresponding include pre-
If candidate class mark the second candidate class logo collection of composition of category mark；Second summation module is configured to for
The second candidate class of each of two candidate class logo collections mark, first product corresponding to the second candidate class mark
Each first category in class logo collection identifies corresponding user volume summation, obtains and the second candidate class mark pair
The second user total amount answered；Second determining module is configured to wait each of second candidate class logo collection second
Selection class mark determines the ratio between the corresponding user volume of the second candidate class mark and above-mentioned first user total amount,
And the ratio between the second candidate class mark corresponding user volume and second user total amount is determined, by two ratio
Product is determined as the relevance values between default category mark and the second candidate class mark；First chooses module, and configuration is used
In the sequence descending according to relevance values, the mark conduct of the second candidate class is chosen from the second candidate class logo collection
The association category mark of default category mark.
In some embodiments, above-mentioned apparatus further include: the first output unit is configured to export identified association product
Relevance values between class mark and default category mark.
The third aspect, the embodiment of the present application provide a kind of electronic equipment, which includes: one or more processing
Device；Storage device, for storing one or more programs；When said one or multiple programs are by said one or multiple processors
It executes, so that said one or multiple processors realize the method as described in implementation any in first aspect.
Fourth aspect, the embodiment of the present application provide a kind of computer readable storage medium, are stored thereon with computer journey
Sequence realizes the method as described in implementation any in first aspect when above procedure is executed by processor.
Information output method and device provided by the embodiments of the present application, by obtaining the browsing recorded within a predetermined period of time
Information aggregate is extracted from each item browsing information identified including default category in the browsing information aggregate except this presets product
Category mark other than class mark, to form category logo collection.Then for each category in the category logo collection
Mark determines included by browsing information in each item browsing information, including category mark and the default category mark
The quantity of mutually different user identifier, using the quantity as user volume corresponding with category mark.Finally based on determining
User volume, association category that category mark is chosen in the category logo collection as default category mark identifies, and defeated
The association category identifies out.To be effectively utilized acquired browsing information aggregate, realizes and meaning is identified to default category
The excavation of the association category (the indicated category of the association category mark of default category mark determined by i.e.) for the category shown, and
It realizes and is imbued with targetedly information output.
Detailed description of the invention
By reading a detailed description of non-restrictive embodiments in the light of the attached drawings below, the application's is other
Feature, objects and advantages will become more apparent upon:
Fig. 1 is that this application can be applied to exemplary system architecture figures therein；
Fig. 2 is the flow chart according to one embodiment of the information output method of the application；
Fig. 3 is the schematic diagram according to an application scenarios of the information output method of the application；
Fig. 4 is the flow chart according to another embodiment of the information output method of the application；
Fig. 5 is the structural schematic diagram according to one embodiment of the information output apparatus of the application；
Fig. 6 is adapted for the structural schematic diagram for the computer system for realizing the electronic equipment of the embodiment of the present application.
Specific embodiment
The application is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used only for explaining related invention, rather than the restriction to the invention.It also should be noted that in order to
Convenient for description, part relevant to related invention is illustrated only in attached drawing.
It should be noted that in the absence of conflict, the features in the embodiments and the embodiments of the present application can phase
Mutually combination.The application is described in detail below with reference to the accompanying drawings and in conjunction with the embodiments.
Fig. 1 is shown can be using the exemplary system of the embodiment of the information output method or information output apparatus of the application
System framework 100.
As shown in Figure 1, system architecture 100 may include netscape messaging server Netscape 101, network 102 and data storage clothes
Business device 103.Network 102 is to the offer communication link between server 103 in netscape messaging server Netscape 101 and data storage
Medium.Network 102 may include various connection types, such as wired, wireless communication link or fiber optic cables etc..
Netscape messaging server Netscape 101 can be to provide the server of various services, such as from data storage server 103
Browsing information aggregate is obtained, which is carried out the processing such as analyzing, and it is (pre- determined by such as to export processing result
If the association category mark of category mark).
Data storage server 103 can be to provide the server of various services, such as can store different user
Historical viewings information etc..
It should be noted that information output method provided by the embodiment of the present application is generally by netscape messaging server Netscape 101
It executes, correspondingly, information output apparatus is generally positioned in netscape messaging server Netscape 101.
It should be understood that the number of netscape messaging server Netscape, network and data storage server in Fig. 1 is only to illustrate
Property.According to needs are realized, any number of netscape messaging server Netscape, network and data storage server can have.
With continued reference to Fig. 2, the process 200 of one embodiment of the information output method according to the application is shown.The letter
Cease output method, comprising the following steps:
Step 201, the browsing information aggregate recorded within a predetermined period of time is obtained.
In the present embodiment, information output method operation thereon electronic equipment (such as information processing shown in FIG. 1 clothes
Business device 101) the browsing information recorded within a predetermined period of time can be obtained by wired connection mode or radio connection
Set, such as from the data storage connected with server (such as data shown in FIG. 1 store server 103) to obtain this clear
Look at information aggregate.Certainly, if to be stored in advance in above-mentioned electronic equipment local for the browsing information aggregate, above-mentioned electronic equipment can also be with
Locally obtain the browsing information aggregate.
Wherein, the duration of above-mentioned predetermined amount of time for example can be 7 days or 7 days multiples etc., and above-mentioned predetermined time
The initial time and end time of section can modify according to actual needs, and the present embodiment does not appoint content in this respect
What is limited.As an example, the browsing information aggregate recorded in available first 7 days on the day of of above-mentioned electronic equipment.
It should be noted that the browsing information in above-mentioned browsing information aggregate may include user identifier (such as user name
Title or Customs Assigned Number etc.) and at least one category mark (such as category title or category number etc.).Here, category can be divided into
Level-one category, second level category, three-level category etc..By taking " the * * board beer " of domestic production as an example, the primes of " * * board beer "
Class can be " wine ", and second level category can be " Chinese wine ", and three-level category can be " beer ".Above-mentioned at least one category mark
In each category mark can be the category (such as level-one category, second level category or three-level category etc.) with same levels
Category mark.
As an example, for any one browsing information in above-mentioned browsing information aggregate, included by the browsing information
Each category mark at least one category mark can be user indicated by user identifier included by the browsing information
The category of the three-level category browsed in above-mentioned predetermined amount of time identifies.
In some optional implementations of the present embodiment, every browsing in above-mentioned browsing information aggregate is believed
Breath, the browsing information can also include access time section, each of at least one category mark included by the browsing information
Category mark can be what user indicated by user identifier included by the browsing information was browsed in access time section
The category of category (such as level-one category, second level category or three-level category etc.) identifies.Here, access time section is included in above-mentioned
In predetermined amount of time.
In some optional implementations of the present embodiment, above-mentioned electronic equipment can regularly (such as every 7 days or
Two weeks etc.) obtain the browsing information aggregate recorded within a predetermined period of time.
In some optional implementations of the present embodiment, above-mentioned electronic equipment is getting above-mentioned browsing information aggregate
Later, above-mentioned electronic equipment can carry out data cleansing operation to the browsing information in above-mentioned browsing information aggregate.Wherein, the number
May include at least one of following according to cleaning operation: missing values make up, remove included class of subscriber identify be present in it is default
Browsing information in class of subscriber logo collection, to including that identify at least two of identical user identifier and identical category are clear
The browsing information look in information is purged.Here, missing values make up the browsing letter that can refer to in above-mentioned browsing information aggregate
Lacked value (such as class of subscriber mark, category mark etc.) is ceased to be filled up.By taking class of subscriber identifies as an example, if certain
Loss of learning class of subscriber mark is browsed, above-mentioned electronic equipment can be obtained based on user identifier included by the browsing information should
The user information of user indicated by user identifier extracts the user of class of subscriber belonging to the user from the user information
Classification logotype, and class of subscriber mark is added in the browsing information.
It should be noted that pre-set user classification logotype included by above-mentioned pre-set user classification logotype set for example can be with
The class of subscriber mark for the class of subscriber for be for characterizing user being enterprise customer or corpse user etc..Corpse user can refer to
Without the user of a transaction in longer period (such as half a year, 1 year etc.).
In addition, above-mentioned to clear in at least two browsing information identified including identical user identifier and identical category
Information of looking at is purged, and can be referred to and only be retained a browsing information in at least two browsing information, to except the browsing information
Browsing information in addition is purged.As an example, assume browsing information A include user identifier B1 and category mark P1, P2,
P3, browsing information B also include user identifier B1 and category mark P1, P2, P3, then above-mentioned electronic equipment can remove browsing information
Any one browsing information in A and browsing information B.
For another example assuming that browsing information A includes user identifier B1 and category mark P1, P2, P3, browsing information B includes using
Family identifies B1 and category identifies P1, P2, then above-mentioned electronic equipment can not be purged behaviour to browsing information A and browsing information B
Make.I.e. on the basis of browsing information A and browsing information B includes identical user identifier, if each included by browsing information A
When each category mark included by category mark and browsing information B is all identical, above-mentioned electronic equipment can to browsing information A and
Any one browsing information in browsing information B is purged.
Step 202, it extracts from each item browsing information identified including default category in browsing information aggregate except in advance
If the category mark other than category mark, forms category logo collection.
In the present embodiment, above-mentioned electronic equipment is after getting above-mentioned browsing information aggregate, and above-mentioned electronic equipment can be with
It extracts from each item browsing information identified including default category in above-mentioned browsing information aggregate except this presets category mark
Category mark in addition, forms category logo collection.Wherein, existing in above-mentioned browsing information aggregate includes the default category mark
Browsing information.In addition, the grade of category indicated by the default category mark and the browsing in above-mentioned browsing information aggregate are believed
The grade of category indicated by category mark in included at least one category mark of breath is identical.
Step 203, each category in category logo collection is identified, determines that each item including default category mark is clear
Look at mutually different user identifier included by browsing information in information, including category mark and default category mark
Quantity, using the quantity as user volume corresponding with category mark.
In the present embodiment, above-mentioned electronic equipment is after obtaining above-mentioned category logo collection, for above-mentioned category identification sets
Each category mark in conjunction, above-mentioned electronic equipment can count in each item browsing information including above-mentioned default category mark
, the number of mutually different user identifier included by browsing information including category mark and above-mentioned default category mark
Amount, and using the quantity as user volume corresponding with category mark.
Step 204, based on identified user volume, category mark is chosen in category logo collection as default category mark
The association category of knowledge identifies, and exports association category mark.
In the present embodiment, above-mentioned electronic equipment identifies in determining each category with above-mentioned category logo collection and distinguishes
After corresponding user volume, above-mentioned electronic equipment can choose product in above-mentioned category logo collection based on identified user volume
Association category mark of the class mark as above-mentioned default category mark, and export association category mark.Such as by the association product
In class mark output to the display screen of above-mentioned electronic equipment, or the terminal device etc. that output is extremely connected.
As an example, can to choose corresponding user volume in above-mentioned category logo collection highest for above-mentioned electronic equipment
A category mark of preset value (such as 10 etc.), and the association category by category mark as above-mentioned default category mark identifies.
In some optional implementations of the present embodiment, above-mentioned electronic equipment can be by corresponding user volume by big
To small sequence, the corresponding maximum preceding preset number (such as 20 etc.) of user volume is extracted from above-mentioned category logo collection
A category mark composition candidate class logo collection.Each candidate class in the candidate class logo collection is identified, on
The first category logo collection corresponding with the candidate class mark can be determined by stating electronic equipment.Wherein, which identifies
Set may include preset number the first category mark.The first category mark in the first category logo collection can be
It states included by browsing information in browsing information aggregate, including candidate class mark in addition to candidate class mark
Category mark.Above-mentioned electronic equipment can be based on determined each first category logo collection, from the candidate class logo collection
The middle association category mark for choosing candidate class mark as above-mentioned default category mark.It should be noted that above-mentioned electronics is set
The quantity and above-mentioned candidate class identification sets of first category mark included by standby identified each first category logo collection
The quantity for closing included candidate class mark is identical.
Here, each candidate class in above-mentioned candidate class logo collection is identified, above-mentioned electronic equipment can incite somebody to action
What each item browsing information including candidate class mark in above-mentioned browsing information aggregate respectively included removes the candidate category
Category mark other than knowledge forms the first candidate class logo collection corresponding with the candidate class mark.For first candidate
Each of category logo collection the first candidate class mark, above-mentioned electronic equipment can be determined including candidate class mark
Included by browsing information in each item browsing information, including candidate class mark and the first candidate class mark mutually not
The quantity of identical user identifier, using the quantity as user volume corresponding with the first candidate class mark.Above-mentioned electronics is set
Standby sequence that can be descending by corresponding user volume selects corresponding from the first candidate class logo collection
User volume maximum preceding preset number the first candidate class mark, forms the first category mark corresponding with the candidate class mark
Know set.
For each candidate class mark in above-mentioned candidate class logo collection, above-mentioned electronic equipment can determine above-mentioned
Default category identifies whether to be present in the first corresponding category logo collection of candidate class mark.If so, above-mentioned electricity
Sub- equipment can identify the candidate class to be identified as the association category of above-mentioned default category mark.
In some optional implementations of the present embodiment, if included by browsing information in above-mentioned browsing information aggregate
At least one category mark in the indicated category of each category mark be not level-one category, then above-mentioned electronic equipment is defeated
Out while the association category mark of above-mentioned default category mark, the indicated category institute of association category mark can also be exported
The category of father's category of ownership identifies.As an example, assuming that the indicated category of association category mark is three-level category " beer
Wine ", the three-level category have corresponding second level category " Chinese wine " and level-one category " wine ", then three-level category " beer " is belonged to
Father's category can refer to second level category " Chinese wine " and level-one category " wine ".
With continued reference to the schematic diagram that Fig. 3, Fig. 3 are according to the application scenarios of the information output method of the present embodiment.?
In the application scenarios of Fig. 3, as shown in label 301, the browsing that is recorded in available first 7 days on the day of of netscape messaging server Netscape
Information aggregate A, wherein every browsing information in browsing information aggregate A includes user identifier and at least one category mark, is somebody's turn to do
Category indicated by each category mark at least one category mark belongs to three-level category.Later, as shown in label 302,
Above- mentioned information processing server can be mentioned from each item browsing information including default category mark B in browsing information aggregate A
The category mark in addition to default category identifies B is taken out, category logo collection C is formed, wherein indicated by default category mark B
Category belong to three-level category.Then, as shown in label 303, each category in category logo collection C is identified, it is above-mentioned
Netscape messaging server Netscape can determine in above-mentioned each item browsing information, clear including category mark and default category mark B
The quantity of mutually different user identifier included by information is look at, using the quantity as user volume corresponding with category mark.
Finally, as shown in label 304, the sequence that above- mentioned information processing server can be descending according to user volume is identified from category
Association category mark of the maximum preceding 10 categories mark of corresponding user volume as default category mark B is selected in set C
The terminal device known, and association category mark output is extremely connected.
The method provided by the above embodiment of the application is effectively utilized acquired browsing information aggregate, realizes to pre-
If the association category of category indicated by category mark is (indicated by the association category mark of default category mark determined by i.e.
Category) excavation, and realize be imbued with targetedly information output.
With further reference to Fig. 4, it illustrates the process 400 of another embodiment of information output method, the information processings
The process 400 of method, comprising the following steps:
Step 401, the browsing information aggregate recorded within a predetermined period of time is obtained.
Step 402, it extracts from each item browsing information identified including default category in browsing information aggregate except in advance
If the category mark other than category mark, forms category logo collection.
Step 403, each category in category logo collection is identified, determines that each item including default category mark is clear
Look at mutually different user identifier included by browsing information in information, including category mark and default category mark
Quantity, using the quantity as user volume corresponding with category mark.
In the present embodiment, the explanation for step 401, step 402 and step 403 can be respectively referring to Fig. 2 institute
Show the related description in step 201, step 202 and the step 203 in embodiment, details are not described herein.
Step 404, the sequence descending by corresponding user volume extracts corresponding from category logo collection
The maximum preceding preset number category mark composition candidate class logo collection of user volume.
In the present embodiment, information output method operation thereon electronic equipment (such as information processing shown in FIG. 1 clothes
Business device 101) after determining the corresponding user volume of each category mark in above-mentioned category logo collection, above-mentioned electronic equipment can
With the sequence descending according to corresponding user volume, corresponding user volume is extracted from above-mentioned category logo collection most
A category mark composition candidate class logo collection of big preceding preset number (such as 20 etc.).
Step 405, each candidate class in candidate class logo collection is identified, it is determining to be identified with the candidate class
Corresponding first category logo collection.
In the present embodiment, after above-mentioned electronic equipment states candidate class logo collection in composition, for above-mentioned candidate
Each candidate class mark in class logo collection, above-mentioned electronic equipment can determine and the candidate class mark corresponding first
Category logo collection.Wherein, which may include above-mentioned preset number the first category mark, this first
In category logo collection the first category mark can be it is in above-mentioned browsing information aggregate, including the candidate class mark it is clear
The category mark look at included by information in addition to candidate class mark.
In the present embodiment, each candidate class in above-mentioned candidate class logo collection is identified, above-mentioned electronics is set
It is standby to extract from each item browsing information identified including the candidate class in above-mentioned browsing information aggregate except the candidate
Category mark other than category mark, forms the first candidate class logo collection corresponding with the candidate class mark.For this
The first candidate class of each of first candidate class logo collection mark, above-mentioned electronic equipment can be counted including the candidate
Browsing information institute in each item browsing information of category mark, including candidate class mark and the first candidate class mark
Including mutually different user identifier quantity, and using the quantity as user corresponding with the first candidate class mark
Amount.Above-mentioned electronic equipment can be descending by corresponding user volume sequence, from the first candidate class logo collection
Select corresponding user volume maximum preceding preset number the first candidate class mark, composition and candidate class mark pair
The the first category logo collection answered.
Step 406, corresponding user volume is identified to each candidate class in candidate class logo collection to sum, obtain
To the first user total amount corresponding with default category mark.
In the present embodiment, above-mentioned electronic equipment can be to each candidate category in above-mentioned candidate class logo collection
Know the summation of corresponding user volume, obtains the first user total amount corresponding with above-mentioned default category mark.
It step 407, include default category mark by the first category logo collection in candidate class logo collection, corresponding
Candidate class mark the second candidate class logo collection of composition of knowledge.
In the present embodiment, above-mentioned electronic equipment can be by above-mentioned candidate class logo collection, corresponding first
Category logo collection includes candidate class mark the second candidate class logo collection of composition of above-mentioned default category mark.
It should be noted that not for the first category logo collection in above-mentioned candidate class logo collection, corresponding
Candidate class mark including above-mentioned default category mark, above-mentioned electronic equipment can determine indicated by candidate class mark
Do not have correlation between the category category indicated with above-mentioned default category mark.
Step 408, the second candidate class of each of the second candidate class logo collection is identified, to second candidate
Each first category in the first corresponding category logo collection of category mark identifies corresponding user volume summation, obtains
Second user total amount corresponding with the second candidate class mark.
In the present embodiment, above-mentioned electronic equipment is after determining above-mentioned second candidate class logo collection, for above-mentioned
The second candidate class of each of two candidate class logo collections mark, above-mentioned electronic equipment can be to the second candidate category
Know each first category in the first corresponding category logo collection and identify corresponding user volume summation, obtain with this
Two candidate classes identify corresponding second user total amount.Here, each first category mark in the first category logo collection
Corresponding user volume is above-mentioned electronic equipment in determining each candidate category with above-mentioned candidate class logo collection
Know identified user volume during corresponding first category logo collection.
Step 409, the second candidate class of each of the second candidate class logo collection is identified, determines second time
Ratio between the corresponding user volume of selection class mark and above-mentioned first user total amount, and determine the second candidate category
Know the ratio between corresponding user volume and second user total amount, by the product of two ratios be determined as default category mark with
Relevance values between second candidate class mark.
In the present embodiment, the second candidate class of each of above-mentioned second candidate class logo collection is identified, on
Stating electronic equipment can determine that the second candidate class identifies the ratio between corresponding user volume and above-mentioned first user total amount
Value, and determine the ratio between the second candidate class mark corresponding user volume and second user total amount.Above-mentioned electronics
The product of the two ratios can be determined as the phase between above-mentioned default category mark and the second candidate class mark by equipment
Closing property value.
Step 410, the sequence descending according to relevance values is chosen second from the second candidate class logo collection and is waited
Association category mark of the selection class mark as default category mark.
In the present embodiment, above-mentioned electronic equipment is determining above-mentioned default category mark and above-mentioned second candidate class mark
After relevance values between each of set the second candidate class mark, above-mentioned electronic equipment can be according to relevance values by big
To small sequence, the second candidate class mark is chosen from above-mentioned second candidate class logo collection and is used as above-mentioned default category mark
The association category of knowledge identifies.
As an example, above-mentioned electronic equipment can be chosen and above-mentioned default product from above-mentioned second candidate class logo collection
Relevance values maximum preceding first preset number the second candidate class mark between class mark, as above-mentioned default category mark
The association category of knowledge identifies.First preset number for example can be 2,5,10 etc..First preset number is can be according to reality
What border needed to be adjusted, the present embodiment does not do any restriction to content in this respect.
In some optional implementations of the present embodiment, relevance values determined by above-mentioned electronic equipment for example can be with
It is the value within the scope of default value.The default value range for example can be [0,1].
Step 411, between association category mark and association category mark and default category mark determined by output
Relevance values.
In the present embodiment, above-mentioned electronic equipment is above-mentioned after the association category mark for determining above-mentioned default category mark
Electronic equipment is associated between category mark and association category mark and above-mentioned default category mark determined by can exporting
Relevance values.
As an example, above-mentioned electronic equipment can identify the association category and the association category identifies and above-mentioned default product
Relevance values between class mark are exported to the terminal device connected, so that the user of the terminal device is (such as in shop
Restocking personnel etc. in salesman or warehouse) first object article and the second target item can be closed on into pendulum according to the relevance values
It puts.Here, which can be the article under the indicated category of above-mentioned default category mark.Second object
Product can be the article under the indicated category of association category mark.
Figure 4, it is seen that compared with the corresponding embodiment of Fig. 2, the process of the information output method in the present embodiment
400 highlight the step of being determined to the second candidate class logo collection and to default category mark and second candidate
The step of relevance values between each of class logo collection the second candidate class mark are determined.The present embodiment as a result,
The scheme of description can be improved the default category mark indicated category and the second candidate class and identify indicated category
Between correlation accuracy.
With further reference to Fig. 5, as the realization to method shown in above-mentioned each figure, this application provides a kind of outputs of information to fill
The one embodiment set, the Installation practice is corresponding with embodiment of the method shown in Fig. 2, which specifically can be applied to respectively
In kind electronic equipment.
As shown in figure 5, information output apparatus 500 shown in the present embodiment include: acquiring unit 501, extraction unit 502,
Determination unit 503 and output unit 504.Wherein, acquiring unit 501 is configured to obtain the browsing recorded within a predetermined period of time
Information aggregate, wherein every browsing information in the browsing information aggregate may include user identifier and at least one category mark
Know；Extraction unit 502 is configured to from the browsing information aggregate include mentioning in each item browsing information for preset category mark
The category mark except this in addition to presetting category mark is taken out, category logo collection is formed；Determination unit 503 is configured to for this
Each category mark in category logo collection determines that in above-mentioned each item browsing information including the category identifies and this is default
Category mark browsing information included by mutually different user identifier quantity, using the quantity as with the category identify pair
The user volume answered；Output unit 504 is set for choosing category mark in the category logo collection based on identified user volume
The association category mark of category mark is preset as this, and exports association category mark.
In the present embodiment, in information output apparatus 500: acquiring unit 501, extraction unit 502,503 and of determination unit
The specific processing of output unit 504 and its brought technical effect can respectively with reference in Fig. 2 corresponding embodiment step 201,
The related description of step 202, step 203 and step 204, details are not described herein.
In some optional implementations of the present embodiment, the browsing information in above-mentioned browsing information aggregate can also be wrapped
Include class of subscriber mark；And above-mentioned apparatus 500 can also include: data cleansing unit (not shown), be configured to pair
Browsing information in above-mentioned browsing information aggregate carries out data cleansing operation, wherein data cleansing operation may include following
At least one of: missing values make up, remove included class of subscriber identify be present in it is clear in pre-set user classification logotype set
Look at information, to including that browsing information at least two browsing information that identical user identifier and identical category identify carry out
It removes.
In some optional implementations of the present embodiment, above-mentioned output unit 504 may include: extraction subelement
(not shown) is configured to the sequence descending by corresponding user volume, institute is extracted from category logo collection
The corresponding maximum preceding preset number category mark composition candidate class logo collection of user volume；Determine subelement (in figure not
Show), it is configured to for each candidate class mark in candidate class logo collection, determining and candidate class mark pair
The the first category logo collection answered, wherein the first category logo collection may include preset number the first category mark, should
The first category mark in first category logo collection can be in above-mentioned browsing information aggregate including candidate class mark
Browsing information included by except the candidate class mark in addition to category mark；Choose subelement (not shown), configuration
For choosing candidate class from candidate class logo collection and identifying conduct based on identified each first category logo collection
The association category mark of default category mark.
In some optional implementations of the present embodiment, above-mentioned determining subelement may include: extraction module (in figure
It is not shown), it is configured to extract from each item browsing information identified including the candidate class in above-mentioned browsing information aggregate
Category mark in addition to candidate class mark out, forms the first candidate class identification sets corresponding with the candidate class mark
It closes；Determining module (not shown) is configured to for each of the first candidate class logo collection the first candidate
Class mark, determine in the above-mentioned each article of browsing information including candidate class mark include the candidate class identify and this
One candidate class mark browsing information included by mutually different user identifier quantity, using the quantity as with this first
Candidate class identifies corresponding user volume；Choose module (not shown), be configured to by corresponding user volume by greatly to
Small sequence selects corresponding user volume maximum preceding preset number first from the first candidate class logo collection
Candidate class mark, forms the first category logo collection corresponding with the candidate class mark.
In some optional implementations of the present embodiment, above-mentioned selection subelement may include: the first determining module
(not shown) is configured to determine default category mark for each candidate class mark in candidate class logo collection
Know and identified in the first corresponding category logo collection with the presence or absence of in the candidate class, if so, the candidate class is identified
Association category mark as default category mark.
In some optional implementations of the present embodiment, above-mentioned selection subelement can also include: the first summation mould
Block (not shown) is configured to identify corresponding user volume to each candidate class in candidate class logo collection
Summation, obtains the first user total amount corresponding with default category mark；Comprising modules (not shown), being configured to will be candidate
First category logo collection in category logo collection, corresponding includes the candidate class mark composition the of default category mark
Two candidate class logo collections；Second summation module (not shown) is configured to for the second candidate class logo collection
Each of the second candidate class mark, it is each in the first category logo collection corresponding to the second candidate class mark
First category identifies corresponding user volume summation, obtains second user total amount corresponding with the second candidate class mark；
Second determining module (not shown) is configured to category candidate for each of second candidate class logo collection second
Mark determines the ratio between the corresponding user volume of the second candidate class mark and above-mentioned first user total amount, and really
Ratio between fixed second candidate class mark corresponding user volume and second user total amount, the product of two ratios is true
The relevance values being set between default category mark and the second candidate class mark；First chooses module (not shown),
It is configured to the sequence descending according to relevance values, chooses the second candidate category from the second candidate class logo collection
Know the association category mark as default category mark.
In some optional implementations of the present embodiment, above-mentioned apparatus 500 can also include: the first output unit
(not shown), the relevance values being configured between association category mark and default category mark determined by exporting.
The device provided by the above embodiment of the application is effectively utilized acquired browsing information aggregate, realizes to pre-
If the association category of category indicated by category mark is (indicated by the association category mark of default category mark determined by i.e.
Category) excavation, and realize be imbued with targetedly information output.
Below with reference to Fig. 6, it illustrates the computer systems 600 for the electronic equipment for being suitable for being used to realize the embodiment of the present application
Structural schematic diagram.Electronic equipment shown in Fig. 6 is only an example, function to the embodiment of the present application and should not use model
Shroud carrys out any restrictions.
As shown in fig. 6, computer system 600 includes central processing unit (CPU) 601, it can be read-only according to being stored in
Program in memory (ROM) 602 or be loaded into the program in random access storage device (RAM) 603 from storage section 608 and
Execute various movements appropriate and processing.In RAM 603, also it is stored with system 600 and operates required various programs and data.
CPU 601, ROM 502 and RAM 603 are connected with each other by bus 604.Input/output (I/O) interface 605 is also connected to always
Line 604.
I/O interface 605 is connected to lower component: the importation 606 including keyboard, mouse etc.；It is penetrated including such as cathode
The output par, c 607 of spool (CRT), liquid crystal display (LCD) etc. and loudspeaker etc.；Storage section 608 including hard disk etc.；
And the communications portion 609 of the network interface card including LAN card, modem etc..Communications portion 609 via such as because
The network of spy's net executes communication process.Driver 610 is also connected to I/O interface 605 as needed.Detachable media 611, such as
Disk, CD, magneto-optic disk, semiconductor memory etc. are mounted on as needed on driver 610, in order to read from thereon
Computer program be mounted into storage section 608 as needed.
Particularly, in accordance with an embodiment of the present disclosure, it may be implemented as computer above with reference to the process of flow chart description
Software program.For example, embodiment of the disclosure includes a kind of computer program product comprising be carried on computer-readable medium
On computer program, which includes the program code for method shown in execution flow chart.In such reality
It applies in example, which can be downloaded and installed from network by communications portion 609, and/or from detachable media
611 are mounted.When the computer program is executed by central processing unit (CPU) 601, executes and limited in the system of the application
Above-mentioned function.
It should be noted that computer-readable medium shown in the application can be computer-readable signal media or meter
Calculation machine readable storage medium storing program for executing either the two any combination.Computer readable storage medium for example can be --- but not
Be limited to --- electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor system, device or device, or any above combination.Meter
The more specific example of calculation machine readable storage medium storing program for executing can include but is not limited to: have the electrical connection, just of one or more conducting wires
Taking formula computer disk, hard disk, random access storage device (RAM), read-only memory (ROM), erasable type may be programmed read-only storage
Device (EPROM or flash memory), optical fiber, portable compact disc read-only memory (CD-ROM), light storage device, magnetic memory device,
Or above-mentioned any appropriate combination.In this application, computer readable storage medium can be it is any include or storage journey
The tangible medium of sequence, the program can be commanded execution system, device or device use or in connection.And at this
In application, computer-readable signal media may include in a base band or as carrier wave a part propagate data-signal,
Wherein carry computer-readable program code.The data-signal of this propagation can take various forms, including but unlimited
In electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal media can also be that computer can
Any computer-readable medium other than storage medium is read, which can send, propagates or transmit and be used for
By the use of instruction execution system, device or device or program in connection.Include on computer-readable medium
Program code can transmit with any suitable medium, including but not limited to: wireless, electric wire, optical cable, RF etc. are above-mentioned
Any appropriate combination.
Flow chart and block diagram in attached drawing are illustrated according to the system of the various embodiments of the application, method and computer journey
The architecture, function and operation in the cards of sequence product.In this regard, each box in flowchart or block diagram can generation
A part of one module, program segment or code of table, a part of above-mentioned module, program segment or code include one or more
Executable instruction for implementing the specified logical function.It should also be noted that in some implementations as replacements, institute in box
The function of mark can also occur in a different order than that indicated in the drawings.For example, two boxes succeedingly indicated are practical
On can be basically executed in parallel, they can also be executed in the opposite order sometimes, and this depends on the function involved.Also it wants
It is noted that the combination of each box in block diagram or flow chart and the box in block diagram or flow chart, can use and execute rule
The dedicated hardware based systems of fixed functions or operations is realized, or can use the group of specialized hardware and computer instruction
It closes to realize.
Being described in unit involved in the embodiment of the present application can be realized by way of software, can also be by hard
The mode of part is realized.Described unit also can be set in the processor, for example, can be described as: a kind of processor packet
Include acquiring unit, extraction unit, determination unit and output unit.Wherein, the title of these units not structure under certain conditions
The restriction of the pairs of unit itself, for example, the first determination unit is also described as, " acquisition records within a predetermined period of time
Browse the unit of information aggregate ".
As on the other hand, present invention also provides a kind of computer-readable medium, which be can be
Included in electronic equipment described in above-described embodiment；It is also possible to individualism, and without in the supplying electronic equipment.
Above-mentioned computer-readable medium carries one or more program, when the electronics is set by one for said one or multiple programs
When standby execution, so that the electronic equipment includes: the browsing information aggregate for obtaining and recording within a predetermined period of time, wherein the browsing
Every browsing information in information aggregate includes user identifier and at least one category mark；Packet from the browsing information aggregate
The category mark extracted in each item browsing information of default category mark except this in addition to presetting category mark is included, category mark is formed
Know set；For each category mark in the category logo collection, in the above-mentioned each item browsing information including category is determined
The quantity of mutually different user identifier included by the browsing information of mark and default category mark, using the quantity as with
The category identifies corresponding user volume；Based on identified user volume, category is chosen in the category logo collection and identifies conduct
The association category mark of the default category mark, and export association category mark.
Above description is only the preferred embodiment of the application and the explanation to institute's application technology principle.Those skilled in the art
Member is it should be appreciated that invention scope involved in the application, however it is not limited to technology made of the specific combination of above-mentioned technical characteristic
Scheme, while should also cover in the case where not departing from foregoing invention design, it is carried out by above-mentioned technical characteristic or its equivalent feature
Any combination and the other technical solutions formed.Such as features described above has similar function with (but being not limited to) disclosed herein
Can technical characteristic replaced mutually and the technical solution that is formed.
Claims (10)
1. a kind of information output method, which is characterized in that the described method includes:
Obtain the browsing information aggregate recorded within a predetermined period of time, wherein every browsing letter in the browsing information aggregate
Breath includes that user identifier and at least one category identify；
It extracts from each item browsing information identified including default category in the browsing information aggregate except the default product
Category mark other than class mark, forms category logo collection；
For each category mark in the category logo collection, in each item browsing information including category is determined
The quantity of mutually different user identifier included by the browsing information of mark and the default category mark, the quantity is made
For user volume corresponding with category mark；
Based on identified user volume, category mark is chosen in the category logo collection as the default category mark
It is associated with category mark, and exports the association category mark.
2. the method according to claim 1, wherein the browsing information in the browsing information aggregate further includes using
Family classification logotype；And
After the browsing information aggregate for obtaining and recording within a predetermined period of time, the method also includes:
Data cleansing operation is carried out to the browsing information in the browsing information aggregate, wherein the data cleansing, which operates, includes
At least one of below: missing values make up, remove included class of subscriber and identify and are present in pre-set user classification logotype set
Browsing information, to including browsing information at least two browsing information that identical user identifier and identical category identify
It is purged.
3. the method according to claim 1, wherein described based on identified user volume, in the category mark
Know the association category mark that category mark is chosen in set as the default category mark, comprising:
By the sequence that corresponding user volume is descending, corresponding user volume is extracted from the category logo collection most
Big preceding preset number category mark composition candidate class logo collection；
For each candidate class mark in the candidate class logo collection, corresponding with the candidate class mark the is determined
One category logo collection, wherein the first category logo collection includes preset number the first category mark, first product
The first category mark in class logo collection is browsing information in the browsing information aggregate, including candidate class mark
The included category mark in addition to candidate class mark；
Based on identified each first category logo collection, candidate class mark is chosen from the candidate class logo collection
Association category mark as the default category mark.
4. according to the method described in claim 3, it is characterized in that, the determination the first product corresponding with the candidate class mark
Class logo collection, comprising:
It extracts from each item browsing information identified including the candidate class in the browsing information aggregate except the candidate
Category mark other than class mark, forms the first candidate class logo collection corresponding with the candidate class mark；
The first candidate class of each of the first candidate class logo collection is identified, determines that described includes the candidate
In each item browsing information of class mark, the browsing information including candidate class mark and the first candidate class mark is wrapped
The quantity of the mutually different user identifier included, using the quantity as user volume corresponding with the first candidate class mark；
By the sequence that corresponding user volume is descending, selected from the first candidate class logo collection corresponding
User volume maximum preceding preset number the first candidate class mark, forms the first category mark corresponding with the candidate class mark
Know set.
5. according to the method described in claim 4, it is characterized in that, described based on identified each first category identification sets
It closes, association category mark of the candidate class mark as the default category mark is chosen from the candidate class logo collection
Know, comprising:
For each candidate class mark in the candidate class logo collection, determine that the default category identifies whether exist
In the first corresponding category logo collection of candidate class mark, if so, by candidate class mark as described pre-
If the association category mark of category mark.
6. according to the method described in claim 4, it is characterized in that, described based on identified each first category identification sets
It closes, association category mark of the candidate class mark as the default category mark is chosen from the candidate class logo collection
Know, further includes:
The summation of corresponding user volume is identified to each candidate class in the candidate class logo collection, obtain with it is described
Default category identifies corresponding first user total amount；
It include that the default category identifies by the first category logo collection in the candidate class logo collection, corresponding
Candidate class mark the second candidate class logo collection of composition；
The second candidate class of each of the second candidate class logo collection is identified, which is identified
Each first category in the first corresponding category logo collection identifies corresponding user volume summation, obtain with this second
Candidate class identifies corresponding second user total amount；
The second candidate class of each of the second candidate class logo collection is identified, determines the second candidate category
Know the ratio between corresponding user volume and the first user total amount, and determines corresponding to the second candidate class mark
User volume and second user total amount between ratio, by the product of two ratios be determined as the default category mark with this
Relevance values between two candidate classes mark；
According to the sequence that relevance values are descending, the second candidate category is chosen from the second candidate class logo collection
Know the association category mark as the default category mark.
7. according to the method described in claim 6, it is characterized in that, the method also includes:
Relevance values between association category mark determined by output and the default category mark.
8. a kind of information output apparatus, which is characterized in that described device includes:
Acquiring unit is configured to obtain the browsing information aggregate recorded within a predetermined period of time, wherein the browsing information collection
Every browsing information in conjunction includes user identifier and at least one category mark；
Extraction unit is configured to mention from each item browsing information identified including default category in the browsing information aggregate
The category mark in addition to the default category mark is taken out, category logo collection is formed；
Determination unit is configured to determine each item browsing letter for each category mark in the category logo collection
Mutually different user identifier included by browsing information in breath, including category mark and the default category mark
Quantity, using the quantity as user volume corresponding with category mark；
Output unit is configured to based on identified user volume, and category is chosen in the category logo collection and identifies conduct
The association category mark of the default category mark, and export the association category mark.
9. a kind of electronic equipment characterized by comprising
One or more processors；
Storage device, for storing one or more programs,
When one or more of programs are executed by one or more of processors, so that one or more of processors are real
The now method as described in any in claim 1-7.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that described program is processed
The method as described in any in claim 1-7 is realized when device executes.
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