Integration Of Swarm Intelligence And Artificial Neural Network

by Satchidananda Dehuri, Susmita Ghosh, Sung-bae Cho

Overview

This book provides a new forum for the dissemination of knowledge in both theoretical and applied research on swarm intelligence (SI) and artificial neural network (ANN). It accelerates interaction between the two bodies of knowledge and fosters a unified development in the next generation of computational model for machine learning.To the best of our knowledge, the integration of SI and ANN is the first attempt to integrate various aspects of both the independent research area into a single volume.

Product Details

ISBN-13:	9789814280143
Publisher:	World Scientific Publishing Company, Incorporated
Publication date:	06/09/2011
Series:	Series In Machine Perception And Artificial Intelligence , #78
Pages:	352
Product dimensions:	6.10(w) x 9.00(h) x 1.00(d)

Table of Contents

Preface v

1 Swarm Intelligence and Neural Networks S. Dehuri, S.-B. Cho S. Ghosh 1

2 Neural Network and Swarm Intelligence for Data Mining S. N. Omkar J. Senthilnath 23

3 Multi-Objective Ant Colony Optimization: A Taxonomyand Review of Approaches G. Leguizamon C. A. Coello Coello 67

4 Recurrent Neural Networks with Discontinuous Activation Functions for Convex Optimization Q. Liu J. Wang 95

5 Automated Power Quality Disturbance Classification Using Evolvable Neural Network B. K. Panigrahi A. Mohapatra, P. Ray S. Das 121

6 Condition Monitoring and Fault Diagnosis Using Intelligent Techniques S. K. Yadav V. Singh P. K. Kalra 137

7 Hue-Preserving Color Image Enhancement Using ParticleSwarm Optimization A. Ghosh A. Gorai 157

8 Efficient Classifier Design with Hybrid Polynomial Neural Network B. B. Misra P. K. Dash G. Panda 179

9 Efficient Prediction of Retail Sales Using Differential Evolution Based Adaptive Model R. Majhi B. Majhi G. Panda 213

10 Some Studies on Particle Swarm Optimization for Single and Multi-Objective Problems M. Das S. Dehuri 239

11 Coherent Biclusters of Microarray Data by Imitating the Ecosystem: An Ant Colony Algorithmic Approach D. Mishra A. K. Rath M. Acharya 305

Author Index 335

Subject Index 337