Introduction to machine learning /
Alpaydin, Ethem,
Introduction to machine learning / Ethem Alpaydin. - Third edition. - xxii, 613 pages : illustrations ; 24 cm. - Adaptive computation and machine learning .
Includes bibliographical references (page 203) and index.
Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.
9780262028189 (hardcover) 0262028182 (hardcover)
2014007214
Machine learning.
Q325.5.A46 2014
006.3/1
Introduction to machine learning / Ethem Alpaydin. - Third edition. - xxii, 613 pages : illustrations ; 24 cm. - Adaptive computation and machine learning .
Includes bibliographical references (page 203) and index.
Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.
9780262028189 (hardcover) 0262028182 (hardcover)
2014007214
Machine learning.
Q325.5.A46 2014
006.3/1