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

Thrun, Sebastian

 
9780792397168: Explanation-Based Neural Network Learning: A Lifelong Learning Approach: 357 (The Springer International Series in Engineering and Computer Science)
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
ROXIO
https://www.also.com/ec/cms5/en_6000/6000/index.jsp

Friedrich-Karl-Str. 9
Hamburg
22391
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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