Explanation-Based Neural Network Learning 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025

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Sebastian Thrun 作者

Springer

译者

1996-4-30 出版日期

264 页数

USD 239.00 价格

Hardcover

丛书系列

9780792397168 图书编码

Explanation-Based Neural Network Learning 在线电子书图书标签: 计算机机器学习 Learning

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Explanation-Based Neural Network Learning 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2025

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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. 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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