CN107146105A - Commodity stocks and Dynamic Pricing System based on data mining - Google Patents

Commodity stocks and Dynamic Pricing System based on data mining Download PDF

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CN107146105A
CN107146105A CN201710309093.XA CN201710309093A CN107146105A CN 107146105 A CN107146105 A CN 107146105A CN 201710309093 A CN201710309093 A CN 201710309093A CN 107146105 A CN107146105 A CN 107146105A
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data
dynamic pricing
data mining
service
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陈余
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0283Price estimation or determination
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/25Integrating or interfacing systems involving database management systems
    • G06F16/252Integrating or interfacing systems involving database management systems between a Database Management System and a front-end application
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087Inventory or stock management, e.g. order filling, procurement or balancing against orders

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  • Data Mining & Analysis (AREA)
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  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

The invention discloses a kind of commodity stocks based on data mining and Dynamic Pricing System, including stock-keeping unit and Dynamic Pricing unit, the stock-keeping unit includes source data module, administrative unit module, database and data display, the output end of source data module and the input of administrative unit module are electrically connected with, and the output end of administrative unit module and the input of database are electrically connected with.The commodity stocks and Dynamic Pricing System based on data mining, digitization typing can be carried out to merchandise warehouse, real-time update can be carried out to database, commodity stocks can in real time be shown, stock can accurately be inquired about, commodity inventory control more facilitates, commodity can accordingly be fixed a price according to the market demand, practicality and real-time performance are good, real-time update can be carried out to knowledge base, the real-time of data mining service and the second data mining service is ensure that, the economic benefit of enterprise is effectively guaranteed.

Description

Commodity stocks and Dynamic Pricing System based on data mining
Technical field
The present invention relates to data mining technology field, specially a kind of commodity stocks and Dynamic Pricing based on data mining System.
Background technology
Data mining refer to appropriate statistical analysis technique to collect come mass data be analyzed and summarized, extraction has With information and formation conclusion data are subject to the process of research and summary in detail, this process is also quality management system Support process, in practicality, data mining can help people to judge, to take appropriate action.The number of data mining Basis is learned just to have established in early stage in 20th century, but until the appearance of computer just makes it possible practical operation, and make total Promoted according to excavation, data mining is the product that mathematical and computer sciences are combined, and product inventory management is ERM An important component, especially merchandise sales enterprise, effectively having managed inventory has very important meaning, storehouse The quality for depositing the middle management of product will directly influence the economic interests of enterprise.
In existing business administration, due to the complexity of merchandise warehouse, it is difficult to commodity stocks is carried out rational statistics and Displaying, moreover, the pricing model of commodity is excessively single, it is difficult to fixed a price accordingly according to the market demand, practicality and real-time Property is poor, has had a strong impact on the economic benefit of enterprise.
The content of the invention
(1) technical problem solved
In view of the shortcomings of the prior art, the invention provides a kind of commodity stocks based on data mining and Dynamic Pricing system System, the problem of solving big commodity inventory control difficulty and excessively single Dynamic Pricing form.
(2) technical scheme
To achieve the above object, the present invention provides following technical scheme:A kind of commodity stocks based on data mining and dynamic State pricing system, including stock-keeping unit and Dynamic Pricing unit, the stock-keeping unit include source data module, administrative unit mould Block, database and data display.
The output end of the source data module and the input of administrative unit module are electrically connected with, the administrative unit module Output end and database input be electrically connected with, the output end of the database and the input of data display electrically connect Connect.
The Dynamic Pricing unit includes data module, analysis module and decision-making module, and the data module includes data Collection module, data summarization module and database, the output end of the data collection module and the input of data summarizing module It is electrically connected with, the output end of the data summarization module and the input of database are electrically connected with.
The data collection module includes server data module, online transaction data module, customer interaction information module With off-line data module, the data summarization module includes data file module one, data file module two, data file module Three and data file module N.
The analysis module includes data mining service and the first thesaurus, the output end of the database and data mining The input of service is electrically connected with, and the input of the output end of the data mining service and the first thesaurus is electrically connected with, institute Stating the first thesaurus includes the first model library, algorithms library and knowledge base.
The decision-making module includes preliminary Dynamic Pricing module, secondary data and excavates service, final Dynamic Pricing module, the The input of two thesaurus and processing module, the output end of the data mining service and preliminary Dynamic Pricing module electrically connects Connect.
The preliminary Dynamic Pricing module and the two-way electrical connection of the second thesaurus, the output of the preliminary Dynamic Pricing module The input for excavating service with secondary data is held to be electrically connected with, the secondary data excavation, which is serviced, and processing module is two-way is electrically connected Connect.
The input of output end and final Dynamic Pricing module that the secondary data excavates service is electrically connected with, the place Manage module output end and knowledge base input be electrically connected with, the processing module include emulation module, prediction module and from Study module.
It is preferred that, the source data module includes Service Database and data file module.
It is preferred that, the administrative unit module includes metadata processing module and data modeling tool.
It is preferred that, the database includes sum data module, historical data module and current data block.
It is preferred that, the data display includes user's enquiry module, data mining service and OLAP instruments.
It is preferred that, second thesaurus includes the second model library and policy library.
(3) beneficial effect
The invention provides a kind of commodity stocks based on data mining and Dynamic Pricing System, possesses following beneficial effect Really:
(1) commodity stocks and Dynamic Pricing System that should be based on data mining, by setting active data module, management single Element module, database and data display, can carry out digitization typing to merchandise warehouse.
(2) commodity stocks and Dynamic Pricing System that should be based on data mining, in integrated data module, historical data module In the presence of current data block, real-time update can be carried out to database, commodity stocks can in real time be shown.
(3) commodity stocks and Dynamic Pricing System that should be based on data mining, can by being provided with user's enquiry module Stock is accurately inquired about, commodity stocks can be carried out reasonably to count and show, commodity inventory control more facilitates.
(4) commodity stocks and Dynamic Pricing System that should be based on data mining, by being provided with data module, analysis module And decision-making module, typing can be carried out to market information and is collected, in data mining service and the work of the second data mining service Under, commodity can accordingly be fixed a price according to the market demand, practicality and real-time performance are good.
(5) commodity stocks and Dynamic Pricing System that should be based on data mining, can be to knowing by being provided with processing module Know storehouse and carry out real-time update, it is ensured that the real-time of data mining service and the second data mining service, be effectively guaranteed enterprise The economic benefit of industry.
Brief description of the drawings
Fig. 1 is commodity stocks system assumption diagram of the present invention;
Fig. 2 is Dynamic Pricing System control figure of the present invention.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete Site preparation is described, it is clear that described embodiment is only a part of embodiment of the invention, rather than whole embodiments.It is based on Embodiment in the present invention, it is every other that those of ordinary skill in the art are obtained under the premise of creative work is not made Embodiment, belongs to the scope of protection of the invention.
Fig. 1-2 is referred to, the present invention provides a kind of technical scheme:A kind of commodity stocks and dynamic based on data mining are fixed Valency system, including stock-keeping unit and Dynamic Pricing unit, stock-keeping unit include source data module, administrative unit module, database And data display, source data module include Service Database and data file module, administrative unit module include metadata handle Module and data modeling tool, database include sum data module, historical data module and current data block, data display Including user's enquiry module, data mining service and OLAP instruments, OLAP instruments are On Line Analysis Process system, are data The topmost application of warehouse system, is specially designed for supporting complicated analysis operation, stresses to decision-maker and top management The decision support of personnel, can quickly, neatly carry out the complex query processing of big data quantity according to the requirement of analysis personnel, and And with it is a kind of it is directly perceived and understandable in the form of Query Result is supplied to decision-maker, manage shape so as to what they accurately grasped enterprise Condition, understands the demand of object and formulates correct scheme.
The output end of source data module and the input of administrative unit module are electrically connected with, the output end of administrative unit module It is electrically connected with the input of database, the output end of database and the input of data display are electrically connected with, can be to commodity Warehouse carries out digitization typing, being capable of logarithm in the presence of integrated data module, historical data module and current data block Real-time update is carried out according to storehouse, commodity stocks can in real time be shown, can be to storehouse by being provided with user's enquiry module The accurate inquiry of row is deposited into, commodity stocks can be carried out reasonably to count and show, commodity inventory control more facilitates.
Dynamic Pricing unit include data module, analysis module and decision-making module, data module include data collection module, Data summarization module and database, the output end of data collection module and the input of data summarizing module are electrically connected with, data The output end of summarizing module and the input of database are electrically connected with, and typing can be carried out to market information and is collected, it is ensured that Dynamic Pricing is normally carried out.
Data collection module include server data module, online transaction data module, customer interaction information module and from Line data module, data summarization module includes data file module one, data file module two, data file module three and data File module N.
Analysis module includes data mining service and the first thesaurus, the output end of database and data mining service it is defeated Enter end to be electrically connected with, the input of the output end of data mining service and the first thesaurus is electrically connected with, and the first thesaurus includes First model library, algorithms library and knowledge base.
Decision-making module is deposited including preliminary Dynamic Pricing module, secondary data excavation service, final Dynamic Pricing module, second Bank and processing module, the second thesaurus include the second model library and policy library, and the output end of data mining service is moved with preliminary The input of state pricing module is electrically connected with.
Preliminary Dynamic Pricing module and the two-way electrical connection of the second thesaurus, the output end of preliminary Dynamic Pricing module and secondary The input of data mining service is electrically connected with, and secondary data excavates service and the two-way electrical connection of processing module.
The input of output end and final Dynamic Pricing module that secondary data excavates service is electrically connected with, processing module The input of output end and knowledge base is electrically connected with, and processing module includes emulation module, prediction module and self-learning module, processing Self-learning module in module can carry out real-time update, it is ensured that the real-time update of knowledge base, so as to ensure that commodity can Rational Dynamic Pricing is carried out, commodity can accordingly be fixed a price according to the market demand, practicality and real-time performance are good, is protected The real-time of data mining service and the second data mining service has been demonstrate,proved, the economic benefit of enterprise is effectively guaranteed.
The correlation module being related in the system is hardware system module or is prior art Computer Software journey The functional module that sequence or agreement are combined with hardware, computer software programs or agreement involved by the functional module itself The technology being well known to those skilled in the art, it is not the improvements of the system, and the system is improved between each module Interaction relationship or annexation, be that the overall construction of system is improved, to be solved with solving the system Relevant art problem.
In summary, should commodity stocks based on data mining and Dynamic Pricing System, by set active data module, Administrative unit module, database and data display, can carry out digitization typing to merchandise warehouse, in integrated data module, go through In the presence of history data module and current data block, real-time update can be carried out to database, commodity stocks can be carried out Displaying, by being provided with user's enquiry module, can accurately be inquired about stock, commodity stocks can be carried out in real time Rational statistics and displaying, commodity inventory control more facilitates, by being provided with data module, analysis module and decision-making module, Typing can be carried out to market information and is collected, in the presence of data mining service and the second data mining service, Neng Gougen Commodity are fixed a price accordingly according to the market demand, practicality and real-time performance are good, by being provided with processing module, can be to knowing Know storehouse and carry out real-time update, it is ensured that the real-time of data mining service and the second data mining service, be effectively guaranteed enterprise The economic benefit of industry.
It should be noted that herein, such as first and second or the like relational terms are used merely to a reality Body or operation make a distinction with another entity or operation, and not necessarily require or imply these entities or deposited between operating In any this actual relation or order.Moreover, term " comprising ", "comprising" or its any other variant are intended to Nonexcludability is included, so that process, method, article or equipment including a series of key elements not only will including those Element, but also other key elements including being not expressly set out, or also include being this process, method, article or equipment Intrinsic key element.In the absence of more restrictions.By sentence " including one ... the key element limited, it is not excluded that Also there is other identical element in the process including the key element, method, article or equipment ".
Although an embodiment of the present invention has been shown and described, for the ordinary skill in the art, can be with A variety of changes, modification can be carried out to these embodiments, replace without departing from the principles and spirit of the present invention by understanding And modification, the scope of the present invention is defined by the appended.

Claims (7)

1. commodity stocks and Dynamic Pricing System based on data mining, including stock-keeping unit and Dynamic Pricing unit, its feature It is:The stock-keeping unit includes source data module, administrative unit module, database and data display;
The input of the output end of the source data module and administrative unit module is electrically connected with, the administrative unit module it is defeated The input for going out end and database is electrically connected with, and the output end of the database and the input of data display are electrically connected with;
The Dynamic Pricing unit includes data module, analysis module and decision-making module, and the data module includes Data Collection Module, data summarization module and database, the output end of the data collection module and the input of data summarizing module are electrical Connection, the output end of the data summarization module and the input of database are electrically connected with.
2. commodity stocks and Dynamic Pricing System according to claim 1 based on data mining, it is characterised in that:It is described Data collection module includes server data module, online transaction data module, customer interaction information module and off-line data mould Block, the data summarization module includes data file module one, data file module two, data file module three and data file Module N;
The analysis module includes data mining service and the first thesaurus, the output end and data mining service of the database Input be electrically connected with, the input of the output end of the data mining service and the first thesaurus is electrically connected with, described the One thesaurus includes the first model library, algorithms library and knowledge base;
The decision-making module is deposited including preliminary Dynamic Pricing module, secondary data excavation service, final Dynamic Pricing module, second The input of bank and processing module, the output end of the data mining service and preliminary Dynamic Pricing module is electrically connected with;
The preliminary Dynamic Pricing module and the two-way electrical connection of the second thesaurus, the output end of the preliminary Dynamic Pricing module and The input that secondary data excavates service is electrically connected with, and the secondary data excavates service and the two-way electrical connection of processing module;
The input of output end and final Dynamic Pricing module that the secondary data excavates service is electrically connected with, the processing mould The output end of block and the input of knowledge base are electrically connected with, and the processing module includes emulation module, prediction module and self study Module;
The source data module includes Service Database and data file module.
3. commodity stocks and Dynamic Pricing System according to claim 1 based on data mining, it is characterised in that:It is described Administrative unit module includes metadata processing module and data modeling tool.
4. commodity stocks and Dynamic Pricing System according to claim 1 based on data mining, it is characterised in that:It is described Database includes sum data module, historical data module and current data block.
5. commodity stocks based on data mining and Dynamic Pricing System according to claim 1-4, it is characterised in that:Institute Stating data display includes user's enquiry module, data mining service and OLAP instruments.
6. commodity stocks based on data mining and Dynamic Pricing System according to claim 1-5, it is characterised in that:Institute Stating the second thesaurus includes the second model library and policy library.
7. a kind of commodity stocks and Dynamic Pricing method based on data mining, it is characterised in that:The business based on data mining Product stock and Dynamic Pricing System, can by setting active data module, administrative unit module, database and data display Digitization typing, in the presence of integrated data module, historical data module and current data block, energy are carried out to merchandise warehouse It is enough that real-time update is carried out to database, commodity stocks can in real time be shown, by being provided with user's enquiry module, energy It is enough that stock is accurately inquired about, commodity stocks can be carried out reasonably to count and show, commodity inventory control is more square Just, by being provided with data module, analysis module and decision-making module, typing can be carried out to market information and is collected, in data Excavate in the presence of service and the second data mining service, commodity can accordingly be fixed a price according to the market demand, it is practical Property and real-time performance it is good, by being provided with processing module, can to knowledge base carry out real-time update, it is ensured that data mining service With the real-time of the second data mining service, the economic benefit of enterprise is effectively guaranteed.
CN201710309093.XA 2017-05-04 2017-05-04 Commodity stocks and Dynamic Pricing System based on data mining Pending CN107146105A (en)

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Cited By (2)

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CN108470226A (en) * 2018-03-27 2018-08-31 重庆邮电大学 A kind of logistics system maximum revenue method
CN111563762A (en) * 2020-03-24 2020-08-21 苏州青蛙网络科技有限公司 E-commerce marketing platform based on distributed large-scale architecture

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Publication number Priority date Publication date Assignee Title
CN108470226A (en) * 2018-03-27 2018-08-31 重庆邮电大学 A kind of logistics system maximum revenue method
CN111563762A (en) * 2020-03-24 2020-08-21 苏州青蛙网络科技有限公司 E-commerce marketing platform based on distributed large-scale architecture

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