Related Books

Information-Theoretic Aspects of Neural Networks
Language: en
Pages: 417
Authors: P. S. Neelakanta
Categories: History
Type: BOOK - Published: 2020-09-23 - Publisher: CRC Press

DOWNLOAD EBOOK

Information theoretics vis-a-vis neural networks generally embodies parametric entities and conceptual bases pertinent to memory considerations and information
An Information-Theoretic Approach to Neural Computing
Language: en
Pages: 265
Authors: Gustavo Deco
Categories: Computers
Type: BOOK - Published: 2012-12-06 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

A detailed formulation of neural networks from the information-theoretic viewpoint. The authors show how this perspective provides new insights into the design
The Principles of Deep Learning Theory
Language: en
Pages: 473
Authors: Daniel A. Roberts
Categories: Computers
Type: BOOK - Published: 2022-05-26 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

This volume develops an effective theory approach to understanding deep neural networks of practical relevance.
Information Theoretic Learning
Language: en
Pages: 538
Authors: Jose C. Principe
Categories: Computers
Type: BOOK - Published: 2010-04-06 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book is the first cohesive treatment of ITL algorithms to adapt linear or nonlinear learning machines both in supervised and unsupervised paradigms. It com
Information Theory, Inference and Learning Algorithms
Language: en
Pages: 694
Authors: David J. C. MacKay
Categories: Computers
Type: BOOK - Published: 2003-09-25 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, sign