explanation based learning

35

JAIR
2000

94views more JAIR 2000»

Planning Graph as a (Dynamic) CSP: Exploiting EBL, DDB and other CSP Search Techniques in Graphplan

13 years 11 months ago

This paper reviews the connections between Graphplan's planning-graph and the dynamic constraint satisfaction problem and motivates the need for adapting CSP search technique...

Subbarao Kambhampati

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43

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AAAI
1996

114views Intelligent Agents» more AAAI 1996»

Formalizing Dependency Directed Backtracking and Explanation Based Learning in Refinement Search

14 years 26 days ago

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The ideas of dependency directed backtracking (DDB) and explanation based learning (EBL) have developed independently in constraint satisfaction, planning and problem solving comm...

Subbarao Kambhampati

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36

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AAAI
1994

128views Intelligent Agents» more AAAI 1994»

Learning Explanation-Based Search Control Rules for Partial Order Planning

14 years 26 days ago

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This paper presents snlp+ebl, the first implementation of explanation based learning techniques for a partial order planner. We describe the basic learning framework of snlp+ebl, ...

Suresh Katukam, Subbarao Kambhampati

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33

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ECML
2007
Springer

119views Machine Learning» more ECML 2007»

Probabilistic Explanation Based Learning

14 years 5 months ago

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Abstract. Explanation based learning produces generalized explanations from examples. These explanations are typically built in a deductive manner and they aim to capture the essen...

Angelika Kimmig, Luc De Raedt, Hannu Toivonen

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