Data Mining and Knowledge Discovery with Evolutionary Algorithms
(Sprache: Englisch)
This book integrates two areas of computer science, namely data mining and evolutionary algorithms. Both these areas have become increasingly popular in the last few years, and their integration is currently an active research area. In general, data mining...
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Klappentext zu „Data Mining and Knowledge Discovery with Evolutionary Algorithms “
This book integrates two areas of computer science, namely data mining and evolutionary algorithms. Both these areas have become increasingly popular in the last few years, and their integration is currently an active research area. In general, data mining consists of extracting knowledge from data. The motivation for applying evolutionary algorithms to data mining is that evolutionary algorithms are robust search methods which perform a global search in the space of candidate solutions. This book emphasizes the importance of discovering comprehensible, interesting knowledge, which is potentially useful for intelligent decision making. The text explains both basic concepts and advanced topics
Inhaltsverzeichnis zu „Data Mining and Knowledge Discovery with Evolutionary Algorithms “
Preface; 1. Introduction;
2. Data Mining Tasks and Concepts;
3. Data Mining Paradigms;
4. Data Prepration;
5. Basic Concepts of Evolutionary Algorithms;
6. Genetic Algorithms for Rule Discovery;
7. Genetic Programming for Rule Discovery and Decision-Tree Building;
8. Evolutionary Algorithms for Clustering;
9. Evolutionary Algorithms for Data Preparation;
10. Evolutionary Algorithms for Discovering Fuzzy Rules;
11. Scaling up Evolutionary Algorithms for Large Data Sets;
12. Conclusions and Research Directions;
Index.
Bibliographische Angaben
- Autor: Alex A. Freitas
- 2002, 265 Seiten, Maße: 16 x 24,1 cm, Gebunden, Englisch
- Verlag: Springer
- ISBN-10: 3540433317
- ISBN-13: 9783540433316
- Erscheinungsdatum: 21.08.2002
Sprache:
Englisch
Rezension zu „Data Mining and Knowledge Discovery with Evolutionary Algorithms “
From the reviews: "In the snappily-titled Data Mining and Knowledge Discovery with Evolutionary Algorithms, leading researcher Alex A Freitas introduces both data mining and evolutionary algorithms. a ] The aim is to introduce and address the key challenges to a high level of detail. With an understanding gleaned from this book, and source code available freely on the web, the world of data mining is your oyster." (Application Development Advisor, January/February, 2003)
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