21 records matched your query       

Author:

Du, K.-L., author.

Title:

Neural networks and statistical learning / Ke-Lin Du, M.N.S. Swamy.

Publisher:

Springer,

Copyright Date:

2014

Description:

xxvii, 824 pages : illustrations (some color) ; 24 cm

Subject:

Neural networks (Computer science)
Machine learning.
Computational learning theory.
Computers and IT.

Other Authors:

Swamy, M. N. S., author.

Notes:

Includes bibliographical references and index.

Contents:

Introduction -- Fundamentals of machine learning -- Perceptrons -- Multilayer perceptrons : architecture and error backpropagation -- Multipayer perceptrons : other learning techniques -- Hopfield networks, simulated annealing, and chaotic neural networks -- Associative memory networks -- Clustering I : clustering models and algorithms -- Clustering II : topics n clustering -- Radial basis function networks -- Recurrent neural networks -- Principal component analysis -- Nonnegative matrix factorization -- Independent component analysis -- Discriminant analysis -- Support vector machines -- Other kernel methods -- Reinforcement learning -- Probabalistic and Bayesian networks -- Combining multiple learners : data fusion and ensemble learning -- Introduction to fuzzy sets and logic -- Neurofuzzy systems -- Neural circuits and parallel implementation -- Pattern recognition for biometrics and bioinformatics -- Data mining -- Appendix A: Mathematical preliminaries -- Appendix B: Benchmarks and resources.

ISBN:

144715570X (acid-free paper)
9781447155706 (acid-free paper)

OCLC:

(OCoLC)868965227

Locations:

OVUX522 -- University of Iowa Libraries (Iowa City)