Font Size: a A A

Design And Implementation Of A Tool Dased Mining Process Data

Posted on:2017-11-14Degree:MasterType:Thesis
Country:ChinaCandidate:P WangFull Text:PDF
GTID:2348330518495520Subject:Computer Science and Technology
Abstract/Summary:PDF Full Text Request
With the popularization of knowledge of data mining,data mining has been rapidly expanding in the application of all walks of life open.Popular terms,data from a large number of data mining is extracted interested in people,that is correct,unknown,potential value and ultimately can receive and utilize the knowledge of the user.Related Tools With more and more areas began to use data mining,data mining are more and more people's attention.Data mining research focus has gradually shifted to the direction of the data mining system tools,more and more emphasis on integrated discovery diverse strategies and technologies.Data mining tools users are mainly concentrated in the traditional operators,banks,insurance,marketing,manufacturing,data mining tools also continue to produce and perfect.Based on the above scenarios and requirements,we study and design a data mining process-based modeling tools.The tool provides a way to process modeling based on web services,the process is designed to provide developers with a unified modeling platform,reducing the workload of developers,meet the dynamic needs of different developers.Process-based modeling data mining by means of web services through third-party services will be assembled to form a new process to meet the needs of the developer's task.The advantage of this approach is that the development of developers do not need too much knowledge to understand the data mining,completely shielding the underlying implementation details of data mining service,simply call the relevant web-based data mining service,call the service provided externally interfaces for these services are assembled,you can build data mining process.The modeling tool can significantly improve the efficiency of IT staff can also greatly reduce the cost of existing IT support,scheduling,and data to enhance operational efficiency.Developers can customize the details of each step in the modeling process,and the implementation of real-time tracking process.In order to further reduce the workload of developers,this system provides a service for developers to build a library for the process.The common data preprocessing data mining processes,mining algorithm,algorithm evaluation mission encapsulated in the form of service templates available to developers to call.Library services provided by means of the system,developers can complete the data entry,data stitching,feature extraction,model training,model evaluation,model complete modeling process,significantly improve the efficiency of process modeling.When developers build data mining process,you can choose to import third-party services,you can call the system to provide services,which greatly increases the flexibility of the process of development.This paper describes the background and significance of data mining modeling system and related technology and research in the field of system design.Then from the overall goal of this paper we analyze the data mining modeling system functional requirements,according to the needs of the overall architecture and interactive interfaces between modules of the system has been designed to achieve a detailed presentation on the core module.Finally,the system is tested to verify the correctness of the system.
Keywords/Search Tags:Data Mining, Web Service, Process Modeling, BPEL, Big Data
PDF Full Text Request
Related items