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Neural networks and learning machines /
Haykin, Simon S., 1931-
Neural networks and learning machines / Simon Haykin. - 3. baskı - 934 pages : illustrations ; 23 cm.
Includes bibliographical references and index.
-- Rosenblatt's perceptron -- Model building through regression -- The least-mean-square algorithm -- Multilayer perceptrons -- Kernel methods and radial-basis function networks -- Support vector machines -- Regularization theory -- Principal-components analysis -- Self-organizing maps -- Information-theoretic learning models -- Stochastic methods rooted in statistical mechanics -- Dynamic programming -- Neurodynamics -- Bayseian filtering for state estimation of dynamic systems -- Dynamically driven recurrent networks.
9780131293762 0131293761
Neural networks (Computer science)
Neural networks (Computer science)--Problems, exercises, etc.
QA76.87 / H39 2009
Neural networks and learning machines / Simon Haykin. - 3. baskı - 934 pages : illustrations ; 23 cm.
Includes bibliographical references and index.
-- Rosenblatt's perceptron -- Model building through regression -- The least-mean-square algorithm -- Multilayer perceptrons -- Kernel methods and radial-basis function networks -- Support vector machines -- Regularization theory -- Principal-components analysis -- Self-organizing maps -- Information-theoretic learning models -- Stochastic methods rooted in statistical mechanics -- Dynamic programming -- Neurodynamics -- Bayseian filtering for state estimation of dynamic systems -- Dynamically driven recurrent networks.
9780131293762 0131293761
Neural networks (Computer science)
Neural networks (Computer science)--Problems, exercises, etc.
QA76.87 / H39 2009
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