Computational Learning Theory Books
Books con argomento Computational Learning Theory
The Nature of Statistical Learning Theory
Vapnik Vladimir Naumovich
edizioni Springer-Verlag New York Inc collana Springer-Verlag New York Inc (Hardcover) , 1999
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on discussing the main results of...
The Power of Computational Thinking
Curzon Paul
Mcowan Peter W.
edizioni World Scientific Pub Co Inc collana World Scientific Pub Co Inc (Paperback) , 2017
The Power of Computational Thinking
Curzon Paul
Mcowan Peter W.
edizioni World Scientific Pub Co Inc collana World Scientific Pub Co Inc (Hardcover) , 2017
Algebraic Geometry and Statistical Learning Theory
Watanabe Sumio
edizioni Cambridge Univ Pr collana Cambridge Univ Pr (Hardcover) , 2009
Sure to be influential, Watanabe's book lays the foundations for the use of algebraic geometry in statistical learning theory. Many models/machines are singular: mixture models, neural networks, HMMs, Bayesian networks, stochastic context-free grammars are major examples. The theory achieved here underpins accurate...