Swarm Intelligence for Multi-objective Problems in Data Mining (eBook, PDF)

Redaktion: Coello Coello, Carlos; Ghosh, Susmita; Dehuri, Satchidananda

• Format: PDF

Produktbeschreibung

The purpose of this book is to collect contributions that are at the intersection of multi-objective optimization, swarm intelligence (specifically, particle swarm optimization and ant colony optimization) and data mining.

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Produktdetails

• Verlag: Springer-Verlag GmbH
• Seitenzahl: 287
• Erscheinungstermin: 1. Oktober 2009
• Englisch
• ISBN-13: 9783642036255
• Artikelnr.: 44222816

Inhaltsangabe

An Introduction to Swarm Intelligence for Multi-objective Problems.- Multi-Criteria Ant Feature Selection Using Fuzzy Classifiers.- Multiobjective Particle Swarm Optimization in Classification-Rule Learning.- Using Multi-Objective Particle Swarm Optimization for Designing Novel Classifiers.- Optimizing Decision Trees Using Multi-objective Particle Swarm Optimization.- A Discrete Particle Swarm for Multi-objective Problems in Polynomial Neural Networks used for Classification: A Data Mining Perspective.- Rigorous Runtime Analysis of Swarm Intelligence Algorithms - An Overview.- Mining Rules: A Parallel Multiobjective Particle Swarm Optimization Approach.- The Basic Principles of Metric Indexing.- Particle Evolutionary Swarm Multi-Objective Optimization for Vehicle Routing Problem with Time Windows.- Combining Correlated Data from Multiple Classifiers.