Explanation-Based Neural Network Learning

Language: English

Published by Springer, Springer Okt 2011, 2011

1461285976 / 9781461285977

Series: Book 1 of 1 - The Springer International Series in Engineering and Computer Science

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This item is printed on demand - Print on Demand Titel. Neuware -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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 284 pp. Englisch.

Seller Inventory # 9781461285977

Title
Explanation-Based Neural Network Learning
Author
Sebastian Thrun
Publisher
Springer, Springer Okt 2011
Publication year
2011
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1461285976
ISBN 13
9781461285977
Item weight
435 grams
Dimensions
235x155x16 mm
Series
Book 1 of 1: The Springer International Series in Engineering and Computer Science

buchversandmimpf2000

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