An introduction to neural networks /
Anderson, James A.
An introduction to neural networks / James A. Anderson. - New Delhi : Prentice Hall, c1995 [1997] - xi, 650 p. : ill. ; 27 cm.
"A Bradford book."
Includes bibliographical references and index.
1. Properties of Single Neurons -- 2. Synaptic Integration and Neuron Models -- 3. Essential Vector Operations -- 4. Lateral Inhibition and Sensory Processing -- 5. Simple Matrix Operations -- 6. The Linear Associator: Background and Foundations -- 7. The Linear Associator: Simulations -- 8. Early Network Models: The Perceptron -- 9. Gradient Descent Algorithms -- 10. Representation of Information -- 11. Applications of Simple Associators: Concept Formation and Object Motion -- 12. Energy and Neural Networks: Hopfield Networks and Boltzmann Machines -- 13. Nearest Neighbor Models -- 14. Adaptive Maps -- 15. The BSB Model: A Simple Nonlinear Autoassociative Neural Network -- 16. Associative Computation -- 17. Teaching Arithmetic to a Neural Network.
0262011441
94030749
Neural networks (Neurobiology)
QP363.3 / .A534 1995
006.3 ANI 2001
An introduction to neural networks / James A. Anderson. - New Delhi : Prentice Hall, c1995 [1997] - xi, 650 p. : ill. ; 27 cm.
"A Bradford book."
Includes bibliographical references and index.
1. Properties of Single Neurons -- 2. Synaptic Integration and Neuron Models -- 3. Essential Vector Operations -- 4. Lateral Inhibition and Sensory Processing -- 5. Simple Matrix Operations -- 6. The Linear Associator: Background and Foundations -- 7. The Linear Associator: Simulations -- 8. Early Network Models: The Perceptron -- 9. Gradient Descent Algorithms -- 10. Representation of Information -- 11. Applications of Simple Associators: Concept Formation and Object Motion -- 12. Energy and Neural Networks: Hopfield Networks and Boltzmann Machines -- 13. Nearest Neighbor Models -- 14. Adaptive Maps -- 15. The BSB Model: A Simple Nonlinear Autoassociative Neural Network -- 16. Associative Computation -- 17. Teaching Arithmetic to a Neural Network.
0262011441
94030749
Neural networks (Neurobiology)
QP363.3 / .A534 1995
006.3 ANI 2001