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Material Type: | Internet resource |
---|---|
Document Type: | Book, Internet Resource |
All Authors / Contributors: |
Ethem Alpaydin |
ISBN: | 0262012111 9780262012119 |
OCLC Number: | 56830710 |
Description: | xxx, 415 pages : illustrations ; 24 cm. |
Contents: | Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Hidden Markov models -- Assessing and comparing classification algorithms -- Combining multiple learners -- Reinforcement learning -- Probability. |
Series Title: | Adaptive computation and machine learning. |
Responsibility: | Ethem Alpaydın. |
More information: |
Abstract:
"This book can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods."--Jacket.
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