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Neural Networks: A Classroom Approach (Second Edition)

Satish Kumar

ISBN 10: 1259006166 / ISBN 13: 9781259006166
Published by McGraw Hill Education, 2012
New Condition: New Soft cover
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This revised edition of Neural Networks is an up-to-date exposition of the subject and continues to provide an understanding of the underlying geometry of foundation neural network models while stressing on heuristic explanations of theoretical results. The highlight of this book is its easy-to-read format and a balanced mix of both theory and practice, without compromising on the requisite mathematical rigor. Professor Kumar, in this book, has successfully maintained excellent pictorial description integrated with the concepts and interesting pedagogy to render sound learning. TABLE OF CONTENTS: Part I: Traces of History and a Neuroscience Briefer 1 Chapter 1: The Brain Metaphor Chapter 2: Lessons from Neuroscience Part II: Feedforward Neural Networks and Supervised Learning Chapter 3: Artificial Neurons, Neural Networks and Architectures Chapter 4: Geometry of Binary Threshold Neurons and Their Networks Chapter 5: Supervised Learning I: Perceptrons and LMS Chapter 6: Supervised Learning II: Backpropagation and Beyond Chapter 7: Neural Networks: A Statistical Pattern Recognition Perspective Chapter 8: Statistical Learning Theory, Support Vector Machines and Radial Basis Function Networks Part III: Recurrent Neurodynamical Systems and Unsupervised Learning Chapter 9: Dynamical Systems Review Chapter 10: Attractor Neural Networks Chapter 11: Adaptive Resonance Theory Chapter 12: Towards the Self-organizing Feature Map Part IV: Contemporary Topics Chapter 13: Fuzzy Sets and Fuzzy Systems Chapter 14: Evolutionary Algorithms Chapter 15: Soft Computing Goes Hybrid Chapter 16: Frontiers of Research: Spiking and Quantum Neural Networks Printed Pages: 760. Bookseller Inventory # 70300

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Bibliographic Details

Title: Neural Networks: A Classroom Approach (...

Publisher: McGraw Hill Education

Publication Date: 2012

Binding: Softcover

Book Condition:New

Edition: 2nd edition.

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Neural Networks: A Classroom Approach, 2Nd Edn by, 9781259006166

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