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.
From inside the book
Results 1-5 of 88
AND DECISION SUPPORT 79 Edited by Marko Bohanec DECISION SUPPORT FOR DATA MINING: AN INTRODUCTION TO ROC ANALYSIS AND ITS APPLICATIONS 81 Peter Flach, Hendrik Blockeel, Cčsar Ferri, José Hernández-Orallo, and Jan Struyf DATA MINING FOR ...
LARGE AND TALL BUILDINGS: A CASE STUDY IN THE APPLICATION OF DECISION SUPPORT AND DATA MINING 191 Steve Moyle, Marko Bohanec, and Eric Osrowski 17. A COMBINED DATA MINING AND DECISION SUPPORT APPROACH TO EDUCATIONAL PLANNING 203 Silvana ...
... of data mining and decision support, as well as their application to business problems in a collaborative setting. ... integration and by discussing the collaboration aspects and the lessons learned from practical applications.
Part III describes in detail real-life applications of data mining and decision support. These applications are drawn from the following domains: mass media, road traffic accidents, collaborating research organizations, Web site logs, ...
In practice data mining is becoming an established technology with applications in a wide range of areas that include marketing, health care, finance, environment, economic planning, career planning, and military.
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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