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ISBN
:
9780521864671
Publisher
:
Cambridge University Press
Subject
:
Mathematics, Computer Programming / Software Development, Computer Science
Binding
:
HARDCOVER
Pages
:
300
Year
:
2009
₹
14896.0
₹
11320.0
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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 estimation techniques in the presence of singularities.
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