MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02197cam a22003135i 4500 |
| 001 - CONTROL NUMBER |
|---|
| control field |
17865123 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20210506103913.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
130826s2014 enk 000 0 eng |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
|---|
| LC control number |
2013948860 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781447155706 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Transcribing agency |
DLC |
| Description conventions |
rda |
| Modifying agency |
DLC |
| -- |
EG-NcFUE |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Edition number |
23 |
| Classification number |
006.32 |
| Item number |
D.K.N |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Du, Ke-Lin |
| 9 (RLIN) |
26401 |
| Dates associated with a name |
1971- |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Neural networks and statistical learning / |
| Statement of responsibility, etc |
by Ke-Lin Du, M.N.S. Swamy. |
| 264 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
London : |
| Name of publisher, distributor, etc |
Springer, |
| Date of publication, distribution, etc |
2014. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 volume : |
| Other physical details |
illustrations (black and white, and colour) ; |
| Dimensions |
24 cm |
| 336 ## - CONTENT TYPE |
|---|
| Source |
rdacontent |
| Content type term |
text |
| 337 ## - MEDIA TYPE |
|---|
| Source |
rdamedia |
| Media type term |
unmediated |
| 338 ## - CARRIER TYPE |
|---|
| Source |
rdacarrier |
| Carrier type term |
volume |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
Introduction.- Fundamentals of Machine Learning.- Perceptrons.- Multilayer perceptrons: architecture and error backpropagation.- Multilayer perceptrons: other learing techniques.- Hopfield networks, simulated annealing and chaotic neural networks.- Associative memory networks.- Clustering I: Basic clustering models and algorithms.- Clustering II: topics in clustering.- Radial basis function networks.- Recurrent neural networks.- Principal component analysis.- Nonnegative matrix factorization and compressed sensing.- Independent component analysis.- Discriminant analysis.- Support vector machines.- Other kernel methods.- Reinforcement learning.- Probabilistic and Bayesian networks.- Combining multiple learners: data fusion and emsemble learning.- Introduction of fuzzy sets and logic.- Neurofuzzy systems.- Neural circuits.- Pattern recognition for biometrics and bioinformatics.- Data mining.- Appenidx A. Mathematical Preliminaries.- Appendix B. Benchmarks and resources. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Neural networks (Computer science) |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Swamy, M. N. S., |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Contributor biographical information |
| Uniform Resource Identifier |
<a href="http://www.loc.gov/catdir/enhancements/fy1317/2013948860-b.html">http://www.loc.gov/catdir/enhancements/fy1317/2013948860-b.html</a> |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Publisher description |
| Uniform Resource Identifier |
<a href="http://www.loc.gov/catdir/enhancements/fy1317/2013948860-d.html">http://www.loc.gov/catdir/enhancements/fy1317/2013948860-d.html</a> |
| 856 41 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Table of contents only |
| Uniform Resource Identifier |
<a href="http://www.loc.gov/catdir/enhancements/fy1317/2013948860-t.html">http://www.loc.gov/catdir/enhancements/fy1317/2013948860-t.html</a> |
| 856 41 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract |
| Uniform Resource Identifier |
<a href="http://repository.fue.edu.eg/xmlui/handle/123456789/3528">http://repository.fue.edu.eg/xmlui/handle/123456789/3528</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
Books |
| Source of classification or shelving scheme |
Dewey Decimal Classification |