Introduction to machine learning /
Alpaydin, Ethem.
Introduction to machine learning / Ethem Alpaydin. - 3rd ed., Eastern economy ed. - Delhi : PHI Learing Private Limited, c.2014. - xxii, 613 p. : ill. ; 24 cm.
Index : p. 605-613.
Includes bibliographical references.
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.
9788120350786 (hardcover)
2014007214
Machine learning.
006.31 / ALP
Introduction to machine learning / Ethem Alpaydin. - 3rd ed., Eastern economy ed. - Delhi : PHI Learing Private Limited, c.2014. - xxii, 613 p. : ill. ; 24 cm.
Index : p. 605-613.
Includes bibliographical references.
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.
9788120350786 (hardcover)
2014007214
Machine learning.
006.31 / ALP