Data Mining and Decision Support: Integration and Collaboration
Dunja Mladenic, Nada Lavrač, Marko Bohanec, Steve Moyle
Springer Science & Business Media, Dec 6, 2012 - Computers - 275 pages
Data mining deals with finding patterns in data that are by user-definition, interesting and valid. It is an interdisciplinary area involving databases, machine learning, pattern recognition, statistics, visualization and others.
Independently, data mining and decision support are well-developed research areas, but until now there has been no systematic attempt to integrate them. Data Mining and Decision Support: Integration and Collaboration, written by leading researchers in the field, presents a conceptual framework, plus the methods and tools for integrating the two disciplines and for applying this technology to business problems in a collaborative setting.
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The chapters presented in this book provide a foundation for this new research area at the intersection of data mining and decision ... The first chapter presents the decision support for data mining approach, which Preface INTEGRATION ...
chapter presents the decision support for data mining approach, which is aimed at improving the data mining process by decision support methods, in particular decision support based on the ROC analysis. The second chapter addresses the ...
The authors of individual chapters would like to thank: – Chapter 10: A. and G. Andrienko, AIS, FhC, Sankt Augustin, Germany for developing some of the visualizations presented in Chapter 10, — Chapter 12: John Bullas of Hampshire ...
Chapter 12: John Bullas of Hampshire County Council for his enthusiasm and guidance throughout the project. John Bullas acknowledges support from the AA Foundation for Road Safety Research and the CSS (formerly the County Surveyors ...
Chapter 1 DATA MINING Nada Lavrač and Marko Grobelnik Abstract: This chapter gives an informal introduction to data mining, an area that grew into a recognizable scientific and engineering discipline through the nineties.
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TEXT AND WEB MINING
INTEGRATION OF DATA MINING AND DECISION
COLLABORATION IN A DATA MINING VIRTUAL
DATA MINING PROCESSES AND COLLABORATION
MINING 21 YEARS OF
ANALYSIS OF A DATABASE OF RESEARCH PROJECTS
WEBSITE ACCESS ANALYSIS FOR A NATIONAL
FIVE DECISION SUPPORT APPLICATIONS
COLLABORATIVE DATA MINING WITH RAMSYS
LESSONS LEARNED FROM DATA MINING DECISION
ACADEMIABUSINESS PARTNERSHIP MODELS
PREPROCESSING FOR DATA MINING AND DECISION
DATA MINING AND DECISION SUPPORT INTEGRATION
APPLICATIONS OF DATA MINING
Subject index 271