Explanation-Based Neural Network Learning

A Lifelong Learning Approach

By: Sebastian Thrun

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Hardcover | 30 April 1996

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284 Pages

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24.77 x 16.51 x 2.54

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Lifelong learning addresses situations in which a learner faces a series of different learning tasks providing the opportunity for synergy among them. Explanation-based neural network learning (EBNN) is a machine learning algorithm that transfers knowledge across multiple learning tasks. When faced with a new learning task, EBNN exploits domain knowledge accumulated in previous learning tasks to guide generalization in the new one. As a result, EBNN generalizes more accurately from less data than comparable methods. Explanation-Based Neural Network Learning: A Lifelong Learning Approach describes the basic EBNN paradigm and investigates it in the context of supervised learning, reinforcement learning, robotics, and chess.
`The paradigm of lifelong learning - using earlier learned knowledge to improve subsequent learning - is a promising direction for a new generation of machine learning algorithms. Given the need for more accurate learning methods, it is difficult to imagine a future for machine learning that does not include this paradigm.'
From the Foreword by Tom M. Mitchell.

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Non-Fiction Computing & I.T.Computer Science Mathematical Theory of Computation Artificial Intelligence Neural Networks & Fuzzy Systems Science Physics Machine Learning Natural Language & Machine Translation Fiction Graphic Novels

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Paperback

Published: 17th October 2011

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Foreword
Preface
Introduction	p. 1
Explanation-Based Neural Network Learning	p. 19
The Invariance Approach	p. 49
Reinforcement Learning	p. 93
Empirical Results	p. 131
Discussion	p. 177
A An Algorithm for Approximating Values and Slopes with Artificial Neural Networks	p. 195
B Proofs of the Theorems	p. 203
C Example Chess Games	p. 207
References	p. 227
List of Symbols	p. 253
Index	p. 259
Table of Contents provided by Blackwell. All Rights Reserved.

Explanation-Based Neural Network Learning

A Lifelong Learning Approach

At a Glance

Hardcover

Shipping

How to return your order

Defective items

You Can Find This Book In

Other Editions and Formats

Paperback

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