TY - BOOK AU - Alpaydin,Ethem TI - Introduction to machine learning T2 - Adaptive computation and machine learning SN - 9780262028189 AV - Q 325.5 A47.2014 PY - 2014///, CY - Cambridge, Massachusetts PB - The MIT Press KW - Machine learning KW - Aprendizaje automático (Inteligencia artificial) N1 - Incluye referencias bibliográficas e índice; 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 -