Neural Networks and Statistical Learning (Record no. 206173)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04529nam a22005415i 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781447174523 |
| -- | 978-1-4471-7452-3 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | CUS |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Du, Ke-Lin. |
| 245 10 - TITLE STATEMENT | |
| Title | Neural Networks and Statistical Learning |
| Statement of responsibility, etc. | by Ke-Lin Du, M. N. S. Swamy. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 2nd ed. 2019. |
| 300 ## - DESCRIPTION | |
| Extent | XXX, 988 p. 184 illus., 70 illus. in color. |
| 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. |
| 650 #0 - SUBJECT | |
| Keyword | Neural networks (Computer science) . |
| 650 #0 - SUBJECT | |
| Keyword | Computational intelligence. |
| 650 #0 - SUBJECT | |
| Keyword | Artificial intelligence. |
| 650 #0 - SUBJECT | |
| Keyword | Pattern recognition. |
| 650 #0 - SUBJECT | |
| Keyword | Signal processing. |
| 650 #0 - SUBJECT | |
| Keyword | Image processing. |
| 650 #0 - SUBJECT | |
| Keyword | Speech processing systems. |
| 650 14 - SUBJECT | |
| Keyword | Mathematical Models of Cognitive Processes and Neural Networks. |
| 650 24 - SUBJECT | |
| Keyword | Computational Intelligence. |
| 650 24 - SUBJECT | |
| Keyword | Artificial Intelligence. |
| 650 24 - SUBJECT | |
| Keyword | Pattern Recognition. |
| 650 24 - SUBJECT | |
| Keyword | Signal, Image and Speech Processing. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Swamy, M. N. S. |
| 856 40 - ONLINE RESOURCES | |
| url | https://doi.org/10.1007/978-1-4471-7452-3 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | e-Books |
| 912 ## - | |
| -- | ZDB-2-SMA |
| 912 ## - | |
| -- | ZDB-2-SXMS |
| Home library | Current library | Full call number | Accession number | Koha item type |
|---|---|---|---|---|
| Central Library, Sikkim University | Central Library, Sikkim University | 519 | E-3057 | e-Books |