CN110363558A - A kind of method and apparatus generating commodity association message - Google Patents
A kind of method and apparatus generating commodity association message Download PDFInfo
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- CN110363558A CN110363558A CN201810320240.8A CN201810320240A CN110363558A CN 110363558 A CN110363558 A CN 110363558A CN 201810320240 A CN201810320240 A CN 201810320240A CN 110363558 A CN110363558 A CN 110363558A
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Abstract
The invention discloses a kind of method and apparatus for generating commodity association message, are related to field of computer technology.One specific embodiment of this method includes: to determine that the first commodity collection and the second commodity set, the first commodity collection are combined into unseasonable goods set, the second commodity collection is combined into best-selling product set according to commodity historic sales data；Determine the confidence level of each best-selling product in each unseasonable goods and the second commodity set in the first commodity set；Based on the confidence level, at least one association best-selling product of each unseasonable goods in the first commodity set is determined；Generate the related information of at least one corresponding best-selling product of each described unseasonable goods.The embodiment is by the way of determining the confidence level of unseasonable goods and best-selling product, unseasonable goods and best-selling product are associated, the related information for generating unseasonable goods and best-selling product solves the problems, such as the method in the prior art without generating the related information of unseasonable goods and best-selling product.
Description
Technical field
The present invention relates to field of computer technology more particularly to a kind of method and apparatus for generating commodity association message.
Background technique
At present different commodity are usually constructed with different processing modes.For example, for unseasonable goods this category feature quotient
Product generally use the cleaning that the directly return of goods carry out poor seller to the mode in businessman storehouse.
In realizing process of the present invention, at least there are the following problems in the prior art for inventor's discovery:
1. the method without generating commodity association message in the prior art；
2. additional great number cost, even higher than commodity will be brought by directly returning goods in view of traffic expense and handling are costly
The cost of itself, brings about great losses.
3. if this category feature commodity can generate high warehousing costs do not return goods, increase loss.
Summary of the invention
In view of this, the embodiment of the present invention provides a kind of method and apparatus for generating commodity association message, it is stagnant using determination
The mode for selling the confidence level of commodity and best-selling product, unseasonable goods and best-selling product are associated, generate unseasonable goods with freely
The related information for selling commodity solves in the prior art without the method for generation unseasonable goods and the related information of best-selling product
Problem.Meanwhile can use the related information processing unseasonable goods of generation, it solves to generate high expense when processing unseasonable goods
Problem also promotes the ability of processing unseasonable goods while saving processing cost.
To achieve the above object, according to an aspect of an embodiment of the present invention, a kind of side of processing feature commodity is provided
Method, comprising: according to commodity historic sales data, determine that the first commodity collection and the second commodity set, the first commodity collection are combined into
Unseasonable goods set, the second commodity collection are combined into best-selling product set；Determine in the first commodity set each unseasonable goods with
The confidence level of each best-selling product in second commodity set；Based on the confidence level, determine each unsalable in the first commodity set
At least one association best-selling product of commodity；Generate at least one corresponding best-selling product of each described unseasonable goods
Related information.
Optionally it is determined that each unseasonable goods are set with each best-selling product in the second commodity set in the first commodity set
Reliability, comprising: using study is intersected, for any in any one unseasonable goods in the first commodity set and the second commodity set
One best-selling product: acquisition had both bought the unseasonable goods or had bought the quantity of the user of the best-selling product, as the first quantity；It obtains
The quantity for buying the user of the best-selling product is taken, as the second quantity；It is stagnant as this by the ratio of the first quantity and the second quantity
Sell the confidence level of commodity and the best-selling product.
Optionally, it is based on the confidence level, determines that at least one association of each unseasonable goods in the first commodity set is smooth
Sell commodity, comprising: be directed to each unseasonable goods, select situation of selling well quotient of the confidence level greater than the first given threshold of the unseasonable goods
Product, and using the best-selling product as the association best-selling product of the unseasonable goods.
Optionally, according to commodity historic sales data, the second commodity set is determined, comprising: obtain the sales volume data of commodity
And data on flows；Using the commodity in addition to double low commodity as best-selling product；Double low commodity include that sales volume data are less than and set
Rationed marketing amount threshold value, and data on flows is less than the commodity of setting flow threshold.
To achieve the above object, another aspect according to an embodiment of the present invention provides a kind of generation commodity association letter
The device of breath, comprising: confidence level module, relating module and processing module；The confidence level module, is used for: according to commodity history
Sales data, determines the first commodity collection and the second commodity set, and the first commodity collection is combined into unseasonable goods set, described second
Commodity collection is combined into best-selling product set；Determine each situation of selling well in each unseasonable goods and the second commodity set in the first commodity set
The confidence level of commodity；The relating module, is used for: being based on the confidence level, determines each unseasonable goods in the first commodity set
At least one association best-selling product；The processing module, is used for: it is corresponding at least to generate each described unseasonable goods
The related information of one best-selling product.
Optionally, the confidence level module, is used for: learnt using intersecting, it is stagnant for any one in the first commodity set
Any one best-selling product in pin commodity and the second commodity set: acquisition had both bought the unseasonable goods or had bought the best-selling product
The quantity of user, as the first quantity；The quantity for buying the user of the best-selling product is obtained, as the second quantity；By the first number
The ratio of amount and the second quantity, the confidence level as the unseasonable goods and the best-selling product.
Optionally, the relating module, is used for: being directed to each unseasonable goods, selects confidence level greater than the unseasonable goods
The best-selling product of first given threshold, and using the best-selling product as the association best-selling product of the unseasonable goods.
Optionally, the confidence level module, is also used to: obtaining the sales volume data and data on flows of commodity；It will be except double low quotient
Commodity except product are as best-selling product；Double low commodity include that sales volume data are less than setting sales volume threshold value, and data on flows
Less than the commodity of setting flow threshold.
To achieve the above object, another aspect according to an embodiment of the present invention, provides a kind of electronic equipment, comprising:
One or more processors；Storage device, for storing one or more programs, when one or more of programs are by described one
A or multiple processors execute, so that one or more of processors realize the generation commodity association that the embodiment of the present invention proposes
The method of information.
To achieve the above object, another aspect according to an embodiment of the present invention provides a kind of computer-readable medium,
It is stored thereon with computer program, which is characterized in that realize what the embodiment of the present invention proposed when described program is executed by processor
The method for generating commodity association message.
One embodiment in foregoing invention has the following advantages that or the utility model has the advantages that because using determining unseasonable goods and freely
The mode for selling the confidence level of commodity, unseasonable goods and best-selling product are associated, and generate the pass of unseasonable goods and best-selling product
Join information, solves the problems, such as the method in the prior art without generating the related information of unseasonable goods and best-selling product.Meanwhile
The related information processing unseasonable goods that can use generation are solved the problems, such as to generate high expense when processing unseasonable goods, be saved
Also the ability of processing unseasonable goods is promoted while processing cost.
Further effect possessed by above-mentioned non-usual optional way adds hereinafter in conjunction with specific embodiment
With explanation.
Detailed description of the invention
Attached drawing for a better understanding of the present invention, does not constitute an undue limitation on the present invention.Wherein:
Fig. 1 is the schematic diagram of the basic procedure of the method according to an embodiment of the present invention for generating commodity association message；
Fig. 2 is to define unseasonable goods schematic diagram in electric business field according to an embodiment of the present invention；
Fig. 3 is the flow diagram of determining confidence level according to an embodiment of the present invention；
Fig. 4 is determining best-selling product schematic diagram according to an embodiment of the present invention；
Fig. 5 is the schematic diagram of the basic module of the device according to an embodiment of the present invention for generating commodity association message；
Fig. 6 is that the embodiment of the present invention can be applied to exemplary system architecture figure therein；
Fig. 7 is adapted for the structural representation of the computer system for the terminal device or server of realizing the embodiment of the present invention
Figure.
Specific embodiment
Below in conjunction with attached drawing, an exemplary embodiment of the present invention will be described, including the various of the embodiment of the present invention
Details should think them only exemplary to help understanding.Therefore, those of ordinary skill in the art should recognize
It arrives, it can be with various changes and modifications are made to the embodiments described herein, without departing from scope and spirit of the present invention.Together
Sample, for clarity and conciseness, descriptions of well-known functions and structures are omitted from the following description.
Fig. 1 is the schematic diagram of the basic procedure of the method according to an embodiment of the present invention for generating commodity association message.Such as Fig. 1
Shown, the embodiment of the invention provides a kind of methods for generating commodity association message, comprising:
Step S101. determines the first commodity collection and the second commodity set, first quotient according to commodity historic sales data
Product collection is combined into unseasonable goods set, and the second commodity collection is combined into best-selling product set；It determines each stagnant in the first commodity set
Sell the confidence level of each best-selling product in commodity and the second commodity set.
Step S102. is based on the confidence level, determines at least one association of each unseasonable goods in the first commodity set
Best-selling product.
Step S103. generates the related information of at least one corresponding best-selling product of each described unseasonable goods.
The embodiment of the present invention by unseasonable goods and is in great demand by the way of determining the confidence level of unseasonable goods and best-selling product
Commodity are associated, and generate the related information of unseasonable goods and best-selling product, are solved in the prior art without generating unsalable quotient
The problem of method of the related information of product and best-selling product.Meanwhile it can use the related information processing unseasonable goods of generation, solution
High expense is led to the problem of when certainly handling unseasonable goods, the energy of processing unseasonable goods is also promoted while saving processing cost
Power.Commodity historic sales data can include but is not limited to: the sales volume data of commodity, the data on flows of commodity, both to have bought this stagnant
Pin commodity also buy quantity, the quantity of user for buying the best-selling product of user of the best-selling product etc..For example, being led in electric business
In domain, unseasonable goods can be poor seller, and best-selling product can be best seller；By by poor seller and best seller combined sale
Mode can handle poor seller more reasonablely, while save some processing costs, reduce the loss of poor seller bring；Storage
The free turnover time of circulating funds is 90 days, and electric business platform warehouse can collect commodity storage service expense when the turnover time of circulating funds is greater than 90 days.
In the embodiment of the present invention, the commodity of one of the following conditions can will be at least conformed to as unseasonable goods: current date
Shelf-life number of days away from commodity less than the second given threshold, commodity be demarcated as defective goods and or it is expired and or lower cabinet, commodity
The turnover time of circulating funds is never purchased within the 4th given threshold time limit greater than after cabinet on third given threshold, commodity.If the 5th
Commodity are that storage then determines that the commodity are new product for the first time in the given threshold time limit, and new product is not belonging to unseasonable goods.Fig. 2 is basis
Unseasonable goods schematic diagram is defined in the electric business field of the embodiment of the present invention, as shown in Fig. 2, poor seller, which is divided into, faces effect phase, defective goods, height
It has enough to meet the need, without four aspects of sale, according to the unsalable number of packages and unsalable amount information that can determine poor seller in terms of this four respectively.
Unsalable number of packages can be the quantity in stock of current poor seller, or customized reserved is subtracted on the basis of quantity in stock.
In the embodiment of the present invention, each situation of selling well in each unseasonable goods and the second commodity set in the first commodity set is determined
The confidence level of commodity, comprising: using study is intersected, for any one unseasonable goods in the first commodity set and the second commodity collection
Any one best-selling product in conjunction: it obtains and had both bought the unseasonable goods or the quantity of the user that buys the best-selling product, as the
One quantity；The quantity for buying the user of the best-selling product is obtained, as the second quantity；By the ratio of the first quantity and the second quantity
Value, the confidence level as the unseasonable goods and the best-selling product.Data are bought according to user and determine confidence level, carry out feature commodity
Association, it will be appreciated that the buying intention of user, make obtain confidence level it is more accurate.
In the embodiment of the present invention, it is based on the confidence level, determines at least one of each unseasonable goods in the first commodity set
A association best-selling product, comprising: be directed to each unseasonable goods, select first given threshold of the confidence level greater than the unseasonable goods
Best-selling product, and using the best-selling product as the association best-selling product of the unseasonable goods.It, can first root for each unseasonable goods
Best-selling product is ranked up according to its sequence of confidence level with each best-selling product from big to small or from small to large, it then can be with
It selects top n best-selling product or best-selling product of the confidence level greater than the first given threshold of the unseasonable goods can also be selected,
Associated articles as the unseasonable goods；N is positive integer.Satisfactory best-selling product is selected according to confidence level, as
The association best-selling product of unseasonable goods generates related information with unseasonable goods, related information can be made more acurrate.For example, in electricity
In quotient field, it can use the purchased of best-selling product or by browsing advantage, to improve the efficiency of processing unseasonable goods, simultaneously will
Reduce unsalable bring loss.
Fig. 3 is the flow diagram of determining confidence level according to an embodiment of the present invention.As shown in figure 3, from best-selling product collection
Optional best-selling product a, the optional unseasonable goods b from unseasonable goods set B in A are closed, according to commodity historic sales data, really
Determine the confidence level of best-selling product a Yu unseasonable goods b.According to above method, determine in best-selling product set A each best-selling product with
The confidence level of each unseasonable goods in unseasonable goods set B, it is opposed in group using the identical confidence level of best-selling product as one group
Reliability is ranked up, and the high unseasonable goods of confidence level is preferentially chosen after sequence, as the associated articles of the best-selling product, with this
Best-selling product is associated.By determining that confidence level confidence carries out the association of unseasonable goods and best-selling product:
If best-selling product set A={ sku1, sku2, sku3 ... sku n }；
Unseasonable goods set B={ sku n+1, sku n+2 ... ... sku n+m }.
It takes any one best-selling product as best-selling product a in A, takes any one unseasonable goods as unsalable in B
Commodity b.The user for buying best-selling product a collects w1={ user 1, and user 2, and user 3 }, had both bought best-selling product a or had had purchased stagnant
The user for selling commodity b collects w2={ user 1, and user 3 }.The confidence level of best-selling product a and unseasonable goods b is 2/3.Wherein, sku i
Indicate i-th kind of commodity, i=1,2 ... ..., n+m.N, m is positive integer.
In the embodiment of the present invention, according to commodity historic sales data, the second commodity set is determined, comprising: obtain commodity
Sales volume data and data on flows；Using the commodity in addition to double low commodity as best-selling product；Double low commodity include sales volume number
Sales volume threshold value is set according to being less than, and data on flows is less than the commodity of setting flow threshold.Fig. 4 is according to an embodiment of the present invention true
Best-selling product schematic diagram is determined, as shown in figure 4, commodity can be divided into low discharge according to the sales volume threshold value and flow threshold of setting
The high sales volume of high sales volume, high flow capacity, the high flow capacity amount of countervailing and four kinds of the low discharge amount of countervailing, the commodity of the low discharge amount of countervailing are double low quotient
Product, other all commodity in addition to double low commodity are all best-selling product.For example, in electric business field, in addition to double low commodity
Other all commodity be all best seller.Best seller, double high quotient of the high stream of height pin are determined by two dimensions of sales volume and flow
Product can bring more flows for unseasonable goods, and the commodity of the high sales volume of low discharge illustrate that user has strong demand, it should be exposed
Light, unseasonable goods are associated with the commodity in strong demand and (combine binding), can bring sales volume for unseasonable goods；With high flow capacity
After the grouping of commodities for the amount of countervailing, it is also possible to preferably handle unseasonable goods (or sale unseasonable goods).
Fig. 5 is the schematic diagram of the basic module of the device according to an embodiment of the present invention for generating commodity association message.Such as Fig. 5
Shown, the embodiment of the invention provides a kind of devices 500 for generating commodity association message, comprising: confidence level module 501, association
Module 502 and processing module 503；The confidence level module 501, is used for: according to commodity historic sales data, determining the first commodity
Collection and the second commodity set, the first commodity collection are combined into unseasonable goods set, and the second commodity collection is combined into best-selling product collection
It closes；Determine the confidence level of each best-selling product in each unseasonable goods and the second commodity set in the first commodity set；The pass
Gang mould block 502, is used for: being based on the confidence level, determines that at least one association of each unseasonable goods in the first commodity set is smooth
Sell commodity；The processing module 503, is used for: generating at least one corresponding best-selling product of each described unseasonable goods
Related information.The embodiment of the present invention by the way of the confidence level for determining unseasonable goods and best-selling product, by unseasonable goods with
Best-selling product is associated, and generates the related information of unseasonable goods and best-selling product, is solved stagnant without generating in the prior art
The problem of selling the method for the related information of commodity and best-selling product.Meanwhile the related information that can use generation handles unsalable quotient
Product solve the problems, such as to generate high expense when processing unseasonable goods, are also promoted while saving processing cost and handle unsalable quotient
The ability of product.
In the embodiment of the present invention, the confidence level module 501 is used for: using study is intersected, in the first commodity set
Any one best-selling product in any one unseasonable goods and the second commodity set: the unseasonable goods had both been bought in acquisition or purchase should
The quantity of the user of best-selling product, as the first quantity；The quantity for buying the user of the best-selling product is obtained, as the second number
Amount；Confidence level by the ratio of the first quantity and the second quantity, as the unseasonable goods and the best-selling product.It is bought according to user
Data determine confidence level, carry out the association of feature commodity, it will be appreciated that the buying intention of user keeps the confidence level obtained more quasi-
Really.
In the embodiment of the present invention, the relating module 502 is used for: being directed to each unseasonable goods, is selected confidence level and be greater than this
The best-selling product of first given threshold of unseasonable goods, and using the best-selling product as the association best-selling product of the unseasonable goods.
Satisfactory best-selling product is selected according to confidence level, as the associated articles of unseasonable goods, generates and closes with unseasonable goods
Join information, related information can be made more accurate.
In the embodiment of the present invention, the confidence level module 501 is also used to: obtaining the sales volume data and data on flows of commodity；
Using the commodity in addition to double low commodity as best-selling product；Double low commodity include that sales volume data are less than setting sales volume threshold value,
And data on flows is less than the commodity of setting flow threshold.Best-selling product, Ke Yigeng are determined by two dimensions of sales volume and flow
The efficient sale for driving unseasonable goods.
Fig. 6 is shown can be using the method or generation commodity association letter of the generation commodity association message of the embodiment of the present invention
The exemplary system architecture 600 of the device of breath.
As shown in fig. 6, system architecture 600 may include terminal device 601,602,603, network 604 and server 605.
Network 604 between terminal device 601,602,603 and server 605 to provide the medium of communication link.Network 604 can be with
Including various connection types, such as wired, wireless communication link or fiber optic cables etc..
User can be used terminal device 601,602,603 and be interacted by network 604 with server 605, to receive or send out
Send message etc..Various telecommunication customer end applications, such as the application of shopping class, net can be installed on terminal device 601,602,603
The application of page browsing device, searching class application, instant messaging tools, mailbox client, social platform software etc..
Terminal device 601,602,603 can be the various electronic equipments with display screen and supported web page browsing, packet
Include but be not limited to smart phone, tablet computer, pocket computer on knee and desktop computer etc..
Server 605 can be to provide the server of various services, such as utilize terminal device 601,602,603 to user
The shopping class website browsed provides the back-stage management server supported.Back-stage management server can believe the product received
The data such as breath inquiry request carry out the processing such as analyzing, and processing result is fed back to terminal device.
It should be noted that generating the method for commodity association message provided by the embodiment of the present invention generally by server
605 execute, and correspondingly, the device for generating commodity association message is generally positioned in server 605.
It should be understood that the number of terminal device, network and server in Fig. 6 is only schematical.According to realization need
It wants, can have any number of terminal device, network and server.
According to an embodiment of the invention, the present invention also provides a kind of electronic equipment and a kind of readable storage medium storing program for executing.
The electronic equipment of the embodiment of the present invention includes: one or more processors；Storage device, for storing one or more
A program, when one or more of programs are executed by one or more of processors, so that one or more of processing
The method that device realizes the generation commodity association message that the embodiment of the present invention proposes.
The computer-readable medium of the embodiment of the present invention, is stored thereon with computer program, which is characterized in that described program
The method for the generation commodity association message that the embodiment of the present invention proposes is realized when being executed by processor.
Below with reference to Fig. 7, it illustrates the computer systems 700 for the terminal device for being suitable for being used to realize the embodiment of the present invention
Structural schematic diagram.Terminal device shown in Fig. 7 is only an example, function to the embodiment of the present invention and should not use model
Shroud carrys out any restrictions.
As shown in fig. 7, computer system 700 includes central processing unit (CPU) 701, it can be read-only according to being stored in
Program in memory (ROM) 702 or be loaded into the program in random access storage device (RAM) 703 from storage section 708 and
Execute various movements appropriate and processing.In RAM703, also it is stored with system 700 and operates required various programs and data.
CPU701, ROM702 and RAM703 are connected with each other by bus 704.Input/output (I/O) interface 705 is also connected to bus
704。
I/O interface 705 is connected to lower component: the importation 706 including keyboard, mouse etc.；It is penetrated including such as cathode
The output par, c 707 of spool (CRT), liquid crystal display (LCD) etc. and loudspeaker etc.；Storage section 708 including hard disk etc.；
And the communications portion 709 of the network interface card including LAN card, modem etc..Communications portion 709 via such as because
The network of spy's net executes communication process.Driver 710 is also connected to I/O interface 705 as needed.Detachable media 711, such as
Disk, CD, magneto-optic disk, semiconductor memory etc. are mounted on as needed on driver 710, in order to read from thereon
Computer program be mounted into storage section 708 as needed.
Particularly, disclosed embodiment, the process described above with reference to flow chart may be implemented as counting according to the present invention
Calculation machine software program.For example, embodiment disclosed by the invention includes a kind of computer program product comprising be carried on computer
Computer program on readable medium, the computer program include the program code for method shown in execution flow chart.?
In such embodiment, which can be downloaded and installed from network by communications portion 709, and/or from can
Medium 711 is dismantled to be mounted.When the computer program is executed by central processing unit (CPU) 701, system of the invention is executed
The above-mentioned function of middle restriction.
It should be noted that computer-readable medium shown in the present invention 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 the present invention, 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 invention, 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 various embodiments of the invention, 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 module involved in the embodiment of the present invention can be realized by way of software, can also be by hard
The mode of part is realized.Described module also can be set in the processor, for example, can be described as: a kind of processor, packet
It includes: confidence level module, relating module and processing module.Wherein, the title of these modules is not constituted to this under certain conditions
The restriction of module itself, for example, relating module is also described as " for determining the mould of the association best-selling product of unseasonable goods
Block ".
As on the other hand, the present invention also provides a kind of computer-readable medium, which be can be
Included in equipment described in above-described embodiment；It is also possible to individualism, and without in the supplying equipment.Above-mentioned calculating
Machine readable medium carries one or more program, when said one or multiple programs are executed by the equipment, makes
Obtaining the equipment includes: step S101. according to commodity historic sales data, determines the first commodity collection and the second commodity set, described
First commodity collection is combined into unseasonable goods set, and the second commodity collection is combined into best-selling product set；It determines in the first commodity set
The confidence level of each best-selling product in each unseasonable goods and the second commodity set.Step S102. is based on the confidence level, determines
At least one association best-selling product of each unseasonable goods in first commodity set.Each is unsalable described in step S103. generation
The related information of at least one corresponding best-selling product of commodity.
The method according to an embodiment of the present invention for generating commodity association message can be seen that using determining unseasonable goods and smooth
The mode for selling the confidence level of commodity, unseasonable goods and best-selling product are associated, and generate the pass of unseasonable goods and best-selling product
Join information, solves the problems, such as the method in the prior art without generating the related information of unseasonable goods and best-selling product.Meanwhile
The related information processing unseasonable goods that can use generation are solved the problems, such as to generate high expense when processing unseasonable goods, be saved
Also the ability of processing unseasonable goods is promoted while processing cost.
Above-mentioned specific embodiment, does not constitute a limitation on the scope of protection of the present invention.Those skilled in the art should be bright
It is white, design requirement and other factors are depended on, various modifications, combination, sub-portfolio and substitution can occur.It is any
Made modifications, equivalent substitutions and improvements etc. within the spirit and principles in the present invention, should be included in the scope of the present invention
Within.
Claims (10)
1. a kind of method for generating commodity association message characterized by comprising
According to commodity historic sales data, determine that the first commodity collection and the second commodity set, the first commodity collection are combined into unsalable
Commodity set, the second commodity collection are combined into best-selling product set, determine each unseasonable goods and second in the first commodity set
The confidence level of each best-selling product in commodity set；
Based on the confidence level, at least one association best-selling product of each unseasonable goods in the first commodity set is determined；
Generate the related information of at least one corresponding best-selling product of each described unseasonable goods.
2. the method according to claim 1, wherein determining each unseasonable goods and second in the first commodity set
The confidence level of each best-selling product in commodity set, comprising:
Learnt using intersecting, it is smooth for any one in any one unseasonable goods in the first commodity set and the second commodity set
Sell commodity:
Acquisition had both bought the unseasonable goods or had bought the quantity of the user of the best-selling product, as the first quantity；
The quantity for buying the user of the best-selling product is obtained, as the second quantity；
Confidence level by the ratio of the first quantity and the second quantity, as the unseasonable goods and the best-selling product.
3. being determined every in the first commodity set the method according to claim 1, wherein being based on the confidence level
At least one association best-selling product of a unseasonable goods, comprising:
For each unseasonable goods, best-selling product of the confidence level greater than the first given threshold of the unseasonable goods is selected, and should
Association best-selling product of the best-selling product as the unseasonable goods.
4. the method according to claim 1, wherein determining the second commodity collection according to commodity historic sales data
It closes, comprising:
Obtain the sales volume data and data on flows of commodity；
Using the commodity in addition to double low commodity as best-selling product；
Double low commodity include that sales volume data are less than setting sales volume threshold value, and data on flows is less than the quotient of setting flow threshold
Product.
5. a kind of device for generating commodity association message characterized by comprising confidence level module, relating module and processing mould
Block；
The confidence level module, is used for: according to commodity historic sales data, determining the first commodity collection and the second commodity set, institute
It states the first commodity collection and is combined into unseasonable goods set, the second commodity collection is combined into best-selling product set；Determine the first commodity set
In in each unseasonable goods and the second commodity set each best-selling product confidence level；
The relating module, is used for: being based on the confidence level, determines each unseasonable goods in the first commodity set at least one
It is associated with best-selling product；
The processing module, is used for: generating the association of at least one corresponding best-selling product of each described unseasonable goods
Information.
6. device according to claim 5, which is characterized in that the confidence level module is used for:
Learnt using intersecting, it is smooth for any one in any one unseasonable goods in the first commodity set and the second commodity set
Sell commodity:
Acquisition had both bought the unseasonable goods or had bought the quantity of the user of the best-selling product, as the first quantity；
The quantity for buying the user of the best-selling product is obtained, as the second quantity；
Confidence level by the ratio of the first quantity and the second quantity, as the unseasonable goods and the best-selling product.
7. device according to claim 5, which is characterized in that the relating module is used for:
For each unseasonable goods, best-selling product of the confidence level greater than the first given threshold of the unseasonable goods is selected, and should
Association best-selling product of the best-selling product as the unseasonable goods.
8. device according to claim 5, which is characterized in that the confidence level module is also used to:
Obtain the sales volume data and data on flows of commodity；
Using the commodity in addition to double low commodity as best-selling product；
Double low commodity include that sales volume data are less than setting sales volume threshold value, and data on flows is less than the quotient of setting flow threshold
Product.
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 1-4.
10. a kind of computer-readable medium, is stored thereon with computer program, which is characterized in that described program is held by processor
The method as described in any in claim 1-4 is realized when row.
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