TY - BOOK AU - Haykin,Simon TI - Neural networks and leaning machines SN - 0131471392 U1 - 006.32 22 ed. PY - 2009/// CY - New Jersey PB - Pearson Education KW - Neural Networks(Computer Science) KW - Adaptive Filters KW - Lenguaje de Programación KW - Computadores KW - Procesamiento Electrónico de Datos N1 - 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 ER -