Biomedical Signal Processing: Soft Computing Techniques

Pravin R Kshirsagar

ISBN 10: 6137340163 / ISBN 13: 9786137340165

Verlag: LAP Lambert Academic Publishing, 2018

Beschreibung

Bestandsnummer des Verkäufers 26390070399

Bibliografische Details

Titel: Biomedical Signal Processing: Soft Computing...

Verlag: LAP Lambert Academic Publishing

Erscheinungsdatum: 2018

Einband: Softcover

Zustand: New

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Inhaltsangabe:

This book proposes two novel algorithms for function classification and prediction that extends a three layered Feed Forward Neural Network (FFNN) and the standard Generalized Regression Neural Network (GRNN).In this book genetic algorithm(GA) is used inside the particle swarm optimization(PSO) algorithm to bring the worst particle in PSO search space nearer to the food. This helps in faster convergence of PSO algorithm and the possibility of the algorithm to get stuck at the local minima is eliminated.The detailed analysis of results and comparisons show that the proposed algorithms have effectively improved the performance of a neural network as a classifier and predictor and obtained the better accuracy with minimum mean square error than the non optimized neural networks.