TY - BOOK AU - Alpaydin,Ethem TI - Introduction to machine learning SN - 9780262028189 (hardcover) U1 - 006.31 22 KW - Machine learning N1 - 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 ER -