Explanation-Based Neural Network Learning

Name: Explanation-Based Neural Network Learning
Brand: Springer, Berlin
SKU: 9781461285977
Price: 157.67 EUR
Availability: InStock

A Lifelong Learning Approach

Автор: Sebastian Thrun

Език:

Корици: С меки корици

Издател: Springer, Berlin

Наличност: Външен склад

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157.67 € 308.37 лв

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

Информация за книгата

Автор

Sebastian Thrun

Език

Английски език

Корици

Книга - С меки корици

Издадена

2012

страници

264

EAN

9781461285977

ISBN

1461285976

Enbook ID

06795757

Издател

Springer, Berlin

Теглоt

434

Размери

155 x 235 x 15

Пълно описание

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

Информация за книгата

Пълно описание

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