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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... such as associations, clusters, and other patterns that can be of interest to the user. Data mining has recently gained much attention from industry, due to the existence of large collections of data in different formats, ...
... process which is concerned with choosing the most appropriate data mining tools — from the available tools for summarization, classification, regression, association, clustering — and searching for patterns and models of interest.
Another method for unsupervised learning is clustering, while subgroup discovery — aimed at finding descriptions of interesting population subgroups — is a form of supervised learning. 3.2.1 Association rule induction The task of ...
3.2.3 Clustering Clustering is an unsupervised learning method (Hartigan, 1975), meaning that training examples are not ... The goal of clustering is to partition a set of data into groups, called clusters, such that the members of each ...
A dendrogram, constructed through hierarchical clustering. This section briefly describes three data mining applications, whose full descriptions can be found in Chapters 11, 12 and 8, respectively. 4.1 ...
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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