Explanation-Based Neural Network Learning

Name: Explanation-Based Neural Network Learning
Brand: Springer, Berlin
SKU: 9781461285977
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A Lifelong Learning Approach

Autor: Sebastian Thrun

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer, Berlin

Dostupnost: Skladem u dodavatele

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Lifelong learning addresses situations in which a learner faces a series of different learning tasks...

Informace o knize

Autor

Sebastian Thrun

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2012

Stránek

264

EAN

9781461285977

ISBN

1461285976

Enbook ID

06795757

Vydavatel

Springer, Berlin

Hmotnost

434

Rozměry

155 x 235 x 15

Kompletní popis

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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Explanation-Based Neural Network Learning

A Lifelong Learning Approach

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Kompletní popis

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