Fundamentals of neural networks : architectures, algorithms, and applications /
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Formato: | Libro |
Idioma: | English |
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Englewood Cliffs, NJ :
Prentice-Hall,
c1994.
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005 | 20170928113026.0 | ||
008 | 130809s1994####xxua#####b####000#0#eng#d | ||
020 | |a 0133341860 | ||
082 | 0 | 4 | |a 006.3 |
100 | 1 | |a Fausett, Laurene. |9 127981 | |
245 | 1 | 0 | |a Fundamentals of neural networks : |b architectures, algorithms, and applications / |c Laurene Fausett. |
260 | |a Englewood Cliffs, NJ : |b Prentice-Hall, |c c1994. | ||
300 | |a xvi, 461 p. : |b il. ; |c 23 cm. | ||
504 | |a Incluye referencias bibliográficas (p. 437-447) e índice. | ||
505 | 0 | |a Ch. 1. Introduction -- 1.1. Why Neural Networks and Why Now? -- 1.2. What Is a Neural Net? -- 1.3. Where Are Neural Nets Being Used? -- 1.4. How Are Neural Networks Used? -- 1.5. Who Is Developing Neural Networks? -- 1.6. When Neural Nets Began: the McCulloch-Pitts Neuron -- Ch. 2. Simple Neural Nets for Pattern Classification -- 2.1. General Discussion -- 2.2. Hebb Net -- 2.3. Perceptron -- 2.4. Adaline -- Ch. 3. Pattern Association -- 3.1. Training Algorithms for Pattern Association -- 3.2. Heteroassociative Memory Neural Network -- 3.3. Autoassociative Net -- 3.4. Iterative Autoassociative Net -- 3.5. Bidirectional Associative Memory (BAM) -- Ch. 4. Neural Networks Based on Competition -- 4.1. Fixed-Weight Competitive Nets -- 4.2. Kohonen Self-Organizing Maps -- 4.3. Learning Vector Quantization -- 4.4. Counterpropagation -- Ch. 5. Adaptive Resonance Theory -- 5.1. Introduction -- 5.2. Art1 -- 5.3. Art2 -- Ch. 6. Backpropagation Neural Net -- 6.1. Standard Backpropagation -- 6.2. Variations -- 6.3. Theoretical Results -- Ch. 7. A Sampler of Other Neural Nets -- 7.1. Fixed Weight Nets for Constrained Optimization -- 7.2. A Few More Nets that Learn -- 7.3. Adaptive Architectures -- 7.4. Neocognitron. | |
653 | |a Redes neuronales (Computación) |9 127987 | ||
859 | |a AR-BbBCA |h 006.3 |i F267 |p 2011/5907 |b BIB. AGRONOMIA |