Artificial Neural Networks in Biological and Environmental Analysis

Based on our knowledge of the functioning human brain, ANNs (artificial neural networks) serve as a modern paradigm for computing. Drawing on the author's substantial experience, this book provides a comprehensive introduction and practical guide to the development, optimization, and applicatio...

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Hlavný autor: Hanrahan, Grady
Médium: E-kniha Kniha
Jazyk:English
Vydavateľské údaje: Boca Raton, Fla CRC Press 2011
Taylor & Francis Group
Vydanie:1
Edícia:Analytical Chemistry
Predmet:
Artificial intelligence
Artificial intelligence > Biological applications
Biology
Biology > Data processing
Environmental engineering
Environmental engineering > Data processing
MATHEMATICS / Probability & Statistics / General bisacsh
Neural networks (Computer science)
Neural networks (Computer science) > Scientific applications
SCIENCE / Chemistry / Analytic bisacsh
SCIENCE / Chemistry / General bisacsh
Scientific applications
Kohonen’s Som
St Em
Log Sigmoid Transfer Function
Boltzmann Machines
Data Sets
Neural Network Model Development
RNNs
HCV NS3
Fuzzy Set
Fuzzy Rules
Bayesian Regularization
MC
Radial Basis Function
Model Selection
Membership Function
GA
Linear Transfer Function
Single Layer Perceptrons
Neural Network Models
Fuzzy Inference System
RBFNNs
Neural Network
QSAR
American Chemical Society
Permutation Encoding
ISBN:9781439812587, 1439812586
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Popis
Shrnutí:Based on our knowledge of the functioning human brain, ANNs (artificial neural networks) serve as a modern paradigm for computing. Drawing on the author's substantial experience, this book provides a comprehensive introduction and practical guide to the development, optimization, and application of ANNs in modern environmental and biological analysis. Presenting basic principles together with simulated biological and environmental data sets and real applications in the field, this volume helps scientists use the power of the ANN model to explain physical concepts and to demonstrate complex natural processes.
Bibliografia:Includes bibliographical references and index
ISBN:9781439812587
1439812586
DOI:10.1201/b10515