Data Mining: A Knowledge Discovery Approach
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- Artikel-Nr.: 10196609
Beschreibung
Data 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.
Eigenschaften
Gewicht: | 1216 g |
Höhe: | 254 |
Seiten: | 606 |
Sprachen: | Englisch |
Autor: | Krzysztof J. Cios, Lukasz Andrzej Kurgan, Roman W. Swiniarski, Witold Pedrycz |
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