CN107146105A - Commodity stocks and Dynamic Pricing System based on data mining - Google Patents
Commodity stocks and Dynamic Pricing System based on data mining Download PDFInfo
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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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- G—PHYSICS
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- G06Q—INFORMATION 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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
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- G06Q10/00—Administration; Management
- G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
- G06Q10/087—Inventory or stock management, e.g. order filling, procurement or balancing against orders
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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
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.
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