Watanabe Sumio Books
Books di Watanabe Sumio con argomento Computational Learning Theory
Algebraic Geometry and Statistical Learning Theory
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...