Pattern recognition and neural networks / B.D. Ripley.
By: Ripley, Brian D
Material type:
TextPublisher: Cambridge ; New York : Cambridge University Press, 2007Edition: 1st pbk. edDescription: xi, 403 p. : ill. ; 25 cmISBN: 9780521717700 (pbk.); 0521717701 (pbk.); 0521460867 (hc); 9780521460866 (hc)Subject(s): Neural networks (Computer science) | Pattern recognition systems | Maschinelles Lernen | Neuronales Netz | Mustererkennung | Statistische Entscheidungstheorie | Mustererkennung | Neuronales Netz | Neural networks (Computer science) | Pattern recognition systemsDDC classification: 006.4 LOC classification: QA76.87 | .R56 2007Other classification: DAT 717f | DAT 770f | QH 700 | ST 301
Contents:
Introduction and examples -- Statistical decision theory -- Linear discriminant analysis -- Flexible discriminants -- Feed-forward neural networks -- Non-parametric methods -- Tree-structured classifiers -- Belief networks -- Unsupervised methods -- Finding good pattern features -- Statistical sidelines.
| Item type | Current location | Call number | Copy number | Status | Date due | Barcode |
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UM Main Library | 006.4 PAR (Browse shelf) | 1 | Not For Loan | 00004598 | |
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UM Main Library | 006.4 PAR (Browse shelf) | 2 | Available | 00005064 | |
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UM Main Library | 006.4 PAR (Browse shelf) | 3 | Available | 00004566 |
Includes bibliographical references (p. [355]-390) and indexes.
Introduction and examples -- Statistical decision theory -- Linear discriminant analysis -- Flexible discriminants -- Feed-forward neural networks -- Non-parametric methods -- Tree-structured classifiers -- Belief networks -- Unsupervised methods -- Finding good pattern features -- Statistical sidelines.
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