Swarm Intelligence in Data Mining / Edition 1

Swarm Intelligence in Data Mining / Edition 1

by Ajith Abraham
     
 

This volume examines the application of swarm intelligence in data mining, addressing the issues of swarm intelligence and data mining using novel intelligent approaches. The book comprises 11 chapters including an introduction reviewing fundamental definitions and important research challenges. Important features include a detailed overview of swarm intelligence

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Overview

This volume examines the application of swarm intelligence in data mining, addressing the issues of swarm intelligence and data mining using novel intelligent approaches. The book comprises 11 chapters including an introduction reviewing fundamental definitions and important research challenges. Important features include a detailed overview of swarm intelligence and data mining paradigms, focused coverage of timely, advanced data mining topics, state-of-the-art theoretical research and application developments and contributions by pioneers in the field.

Product Details

ISBN-13:
9783540349556
Publisher:
Springer Berlin Heidelberg
Publication date:
10/05/2006
Series:
Studies in Computational Intelligence Series, #34
Edition description:
2006
Pages:
268
Product dimensions:
6.10(w) x 9.25(h) x (d)

Table of Contents

Swarm Intelligence in Data Mining.- Ants Constructing Rule-Based Classifiers.- Performing Feature Selection with ACO.- Simultaneous Ant Colony Optimization Algorithms for Learning Linguistic Fuzzy Rules.- Ant Colony Clustering and Feature Extraction for Anomaly Intrusion Detection.- Particle Swarm Optimization for Pattern Recognition and Image Processing.- Data and Text Mining with Hierarchical Clustering Ants.- Swarm Clustering Based on Flowers Pollination by Artificial Bees.- Computer study of the evolution of ‘news foragers' on the Internet.- Data Swarm Clustering.- Clustering Ensemble Using ANT and ART.

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