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Explanation-Based Neural Network Learning

Explanation-Based Neural Network Learning

A Lifelong Learning Approach

by Sebastian Thrun
Hardback
Publication Date: 30/04/1996

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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. This book describes the basic EBNN paradigm and investigates it in the context of supervised learning, reinforcement learning, robotics and chess.
ISBN:
9780792397168
9780792397168
Category:
Machine learning
Format:
Hardback
Publication Date:
30-04-1996
Language:
English
Publisher:
Springer
Country of origin:
Netherlands
Pages:
264
Dimensions (mm):
235x155x17mm
Weight:
1.27kg

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