Neural networks and statistical learning. (2019)

• Record Type: Book
• Further Information: Note: Ke-Lin Du, M. N. S. Swamy.
• Authors: Du, K.-L; Swamy, M. N. S
• Contents: 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.
• Edition: Second edition
• Publisher Details: London, United Kingdom : Springer
• Publication Date: 2019
• Extent: 1 online resource (xxx, 988 pages), illustrations (some color)
• Subjects: 006.3; Pattern perception; Computational intelligence; Neural networks (Computer science); Engineering; Data mining; Optical pattern recognition; Electronic books
• Languages: English
• ISBNs: 9781447174523; 1447174526
• Related ISBNs: 9781447174516
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed September 20, 2019).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.