Neural networks and leaning machines /
Haykin, Simon
Neural networks and leaning machines / Simon Haykin. - 3 ed. - New Jersey : Pearson Education, 2009. - 906 p. : il., grafs., fot. byn, col., etc.
Incluye referencias bibliográficas, índice, etc.
Cap. 1. Rosenblatt's perceptron -- 2. Model building through regression -- 3.The least-mean-square algorithm -- 4. Multilayer perceptrons -- 5. Karnel methods and radial-basis function networks -- 6. Support vector machines -- 7. Regularization theory -- 8. Principal-component analysis -- 9. Self-organizing maps -- 10. Information-theoretic learning models -- 11. Stochastic methods rooted in statistical mechanics -- 12. Dynamic programming -- 13. Neurodynamics -- 14. Bayseian filtering for state estimation of dynamic systems -- 15. Dynamically driven recurrent networks.
Disponible en la Colección General :
Biblioteca Central.
0131471392 (pasta dura) 9780131471399 (pasta dura)
Neural Networks(Computer Science)
Adaptive Filters
Lenguaje de Programación--Computadores
Procesamiento Electrónico de Datos
006.32 / H419
Neural networks and leaning machines / Simon Haykin. - 3 ed. - New Jersey : Pearson Education, 2009. - 906 p. : il., grafs., fot. byn, col., etc.
Incluye referencias bibliográficas, índice, etc.
Cap. 1. Rosenblatt's perceptron -- 2. Model building through regression -- 3.The least-mean-square algorithm -- 4. Multilayer perceptrons -- 5. Karnel methods and radial-basis function networks -- 6. Support vector machines -- 7. Regularization theory -- 8. Principal-component analysis -- 9. Self-organizing maps -- 10. Information-theoretic learning models -- 11. Stochastic methods rooted in statistical mechanics -- 12. Dynamic programming -- 13. Neurodynamics -- 14. Bayseian filtering for state estimation of dynamic systems -- 15. Dynamically driven recurrent networks.
Disponible en la Colección General :
Biblioteca Central.
0131471392 (pasta dura) 9780131471399 (pasta dura)
Neural Networks(Computer Science)
Adaptive Filters
Lenguaje de Programación--Computadores
Procesamiento Electrónico de Datos
006.32 / H419