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Data mining and knowledge discovery with evolutionary algorithms / Alex A. Freitas.

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Bibliographic Details
Online Access: Full Text (via Springer)
Main Author: Freitas, Alex A., 1964-
Format: eBook
Language:English
Published: Berlin ; New York : Springer, [2002]
Series:Natural computing series.
Subjects:
Data mining.
Database searching.
Computer algorithms.
Table of Contents:
  • 1. Introduction
  • 2. Data Mining Tasks and Concepts
  • 3. Data Mining Paradigms
  • 4. Data Preparation
  • 5. Basic Concepts of Evolutionary Algorithms
  • 6. Genetic Algorithms for Rule Discovery
  • 7. Genetic Programming for Rule Discovery
  • 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.

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