Data Mining and Decision Support: Integration and Collaboration

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Dunja Mladenic, Nada Lavrač, Marko Bohanec, Steve Moyle
Springer Science & Business Media, Sep 30, 2003 - 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.
Decision support focuses on developing systems to help decision-makers solve problems. Decision support provides a selection of data analysis, simulation, visualization and modeling techniques, and software tools such as decision support systems, group decision support and mediation systems, expert systems, databases and data warehouses.

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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Contents

DATA MINING
3
TEXT AND WEB MINING
15
DECISION SUPPORT
23
INTEGRATION OF DATA MINING AND DECISION SUPPORT
37
COLLABORATION IN A DATA MINING VIRTUAL ORGANIZATION
49
DATA MINING PROCESSES AND COLLABORATION PRINCIPLES
63
INTEGRATION ASPECTS OF DATA MINING AND DECISION SUPPORT
79
DECISION SUPPORT FOR DATA MINING
81
ANALYSIS OF A DATABASE OF RESEARCH PROJECTS USING TEXT MINING AND LINK ANALYSIS
157
WEB SITE ACCESS ANALYSIS FOR A NATIONAL STATISTICAL AGENCY
167
FIVE DECISION SUPPORT APPLICATIONS
177
LARGE AND TALL BUILDINGS
191
A COMBINED DATA MINING AND DECISION SUPPORT APPROACH TO EDUCATIONAL PLANNING
203
COLLABORATION ASPECTS
213
COLLABORATIVE DATA MINING WITH RAMSYS AND SUMATRA TT
215
COLLABORATIVE DECISION MAKING An environmental case study
227

DATA MINING FOR DECISION SUPPORT
91
PREPROCESSING FOR DATA MINING AND DECISION SUPPORT
107
DATA MINING AND DECISION SUPPORT INTEGRATION THROUGH THE PREDICTIVE MODEL MARKUP LANGUAGE STANDARD AND ...
119
APPLICATIONS OF DATA MINING AND DECISION SUPPORT
131
ANALYSIS OF SLOVENIAN MEDIA SPACE
133
ON THE ROAD TO KNOWLEDGE
143
LESSONS LEARNED FROM DATA MINING DECISION SUPPORT AND COLLABORATION
237
INTERNET SUPPORT TO COLLABORATION A knowledge management and organizational memory view
247
MIND THE GAP Academiabusiness partnership models and ecollaboration lessons learned
261
Subject index
271
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