Data Mining

Knowledge Discovery Methods

Cios, Krzysztof J/Pedrycz, Witold/Swiniarski, Roman W et al
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Bibliografische Daten
ISBN/EAN: 9780387333335
Sprache: Englisch
Umfang: xv, 606 S.
Auflage: 1. Auflage 2007
Einband: gebundenes Buch

Beschreibung

InhaltsangabeData Mining and Knowledge Discovery Process.- The Knowledge Discovery Process.- Data Understanding.- Data.- Concepts of Learning, Classification, and Regression.- Knowledge Representation.- Data Preprocessing.- Databases, Data Warehouses, and OLAP.- Feature Extraction and Selection Methods.- Discretization Methods.- Data Mining: Methods for Constructing Data Models.- Unsupervised Learning: Clustering.- Unsupervised Learning: Association Rules.- Supervised Learning: Statistical Methods.- Supervised Learning: Decision Trees, Rule Algorithms, and Their Hybrids.- Supervised Learning: Neural Networks.- Text Mining.- Data Models Assessment.- Assessment of Data Models.- Data Security and Privacy Issues.- Data Security, Privacy and Data Mining.

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