Neural modeling and neural networks
著者
書誌事項
Neural modeling and neural networks
（Pergamon studies in neuroscience, no. 11）
Pergamon Press, 1994
1st ed
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注記
Errata slip inserted
Includes bibliographical references (p. 309-343) and index
内容説明・目次
内容説明
Research in neural networks has escalated dramatically in the last decade, acquiring along the way terms and concepts, such as learning, memory, perception, recognition, which are the basis of neuropsychology. Nevertheless, for many, neural modelling remains controversial in its purported ability to describe brain activity. This is complicated by our incomplete knowledge of neural activity. The difficulties in "modeling" are various, but arise principally in identifying those elements that are fundamental for the expression (and description) of superior neural activity. This is complicated by our incomplete knowledge of neural structures and functions, at the cellular and population levels. The first step towards enhanced appreciation of the value of neural modeling ahd neural networks is to be aware of what has been achieved in this multidisciplinary field of research. This book sets out to create such awareness.
Leading expelis develop in twelve chapters the key topics of neural structures and functions, dynamics of single neurons, oscillations in groups of neurons, randomness and chaos in neural activity, (statistical) dynamics of neural networks, learning, memory and pattern recognition.
目次
Preface. Contributors. Anatomical bases of neural network modeling (J. Szentdgothai). Models of visuomotor coordination in froiz and monkey (M.A. Arbib). Analysis of single-unit activity in the cerebral cortex (M. Abeies). Single neuron dynamics: an introduction (L.F. Abbott). An introduction to neural oscillators (B. Erynentrout). Mechanisms resposnsible for epilepsy in hippocampal slices predispose the brain to collective oscillations (R.D. Traub, J.G.R. Jeffetys). Diffusion models Of single neurones'activity and related problems (L.M. Ricciardi). Noise and chaos in neural systems (P. Erdi). Qualitative overview of POPulation neurodynamics (W.J. Freeman). Towards a kinetoc theory of cortical-like neural fields (F. Ventriglis). Psychology, neuro-biology and modelling: the science of hebbian reverberations (D.J. Amit). Pattern recognition with neural networks (K.Fukushima). Bibliography. Author index. Subject index.
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