Artificial Intelligence - General, Machine Learning, Neural Networks

Explanation-Based Neural Network Learning: A Lifelong Learning Approach

Name: Explanation-Based Neural Network Learning: A Lifelong Learning Approach
Author: Sebastian Thrun
ISBN: 9781461285977

by Sebastian Thrun

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Overview

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.