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Computational Ecology : Artificial Neural Networks and Their Applications (Hardcover)

Author: Zhang, Wenjun

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Product Overview

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 scope 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 advanced-level undergraduates in the areas of ecology, environmental sciences, and computational sciences.

Specifications

Publisher World Scientific Pub Co Inc
Mfg Part# 9789814282628
SKU 211544183
Format Hardcover
ISBN10 9814282626
Release Date 3/1/2010
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