Explanation-Based Neural Network Learning: A Lifelong Learning Approach: 357 (The Springer International Series in Engineering and Computer Science, 357) - Tapa dura

Thrun, Sebastian

 
9780792397168: Explanation-Based Neural Network Learning: A Lifelong Learning Approach: 357 (The Springer International Series in Engineering and Computer Science, 357)
Tapa dura
ISBN 10: 0792397169 ISBN 13: 9780792397168
Editorial: Springer, 1996

Sinopsis

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.

"Sinopsis" puede pertenecer a otra edición de este libro.

Reseña del editor

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.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer
Año de publicación
1996
Idioma
Inglés
ISBN 10 
0792397169
ISBN 13 
9780792397168
Encuadernación
Tapa dura
Número de páginas
284
Contacto del fabricante
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Alemania

Otras ediciones populares con el mismo título

9781461285977: Explanation-Based Neural Network Learning: A Lifelong Learning Approach: 357 (The Springer International Series in Engineering and Computer Science)

Edición Destacada

ISBN 10:  1461285976 ISBN 13:  9781461285977
Editorial: Springer, 2011
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