Computational Ecology: Artificial Neural Networks and Their Applications - Couverture rigide

Zhang, Wenjun

Couverture rigide

ISBN 10 : 9814282626 ISBN 13 : 9789814282628

Editeur : World Scientific Publishing Co Pte Ltd, 2010

Synopsis

Due to the complexity and non-linearity of most ecological problems, artificial neural networks (ANNs) have attracted attention from ecologists and environmental scientists in recent years. As these networks are increasingly being used in ecology for modeling, simulation, function approximation, prediction, classification and data mining, this unique and self-contained book will be the first comprehensive treatment of this subject, by providing readers with overall and in-depth knowledge on algorithms, programs, and applications of ANNs in ecology. Moreover, a new area of ecology, i.e., computational ecology, is proposed and its scopes and objectives are defined and discussed.

Computational Ecology consists of two parts: the first describes the methods and algorithms of ANNs, interpretability and mathematical generalization of neural networks, Matlab neural network toolkit, etc., while the second provides case studies of applications of ANNs in ecology, Matlab codes, and comparisons of ANNs with conventional methods. This publication will be a valuable reference for research scientists, university teachers, graduate students and high-level undergraduates in the areas of ecology, environmental sciences, and computational science.

Détails de l'édition

• Éditeur: World Scientific Publishing Co Pte Ltd
• Date d'édition: 2010
• Langue: anglais
• ISBN 10: 9814282626
• ISBN 13: 9789814282628
• Reliure: Relié
• Nombre de pages: 312
• Coordonnées du fabricant: non disponible
• Personne responsable: non disponible