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Abstract: One approach to learning control knowledge from a problem solving trace consists of generating explanations for the local decisions made during the search process. (Update)
Context of citations to this paper: More
.... new problem solving episodes, HAMLET refines its control knowledge, incrementally acquiring increasingly correct control knowledge (Borrajo and Veloso, 1993; Borrajo and Veloso, 1994b) HAMLET evolves from previous work from one of the authors in NOLIMIT (Borrajo et al. 1992)...
.... [8, 19] The paper presents instead our on going work in learning individual control rules for the nonlinear problem solver of prodigy [4]. We have identified several challenging problems in extending directly the previous explanation based algorithms developed for the linear...
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3: Learning search control rules for planning: An inductive approach (context) - Leckie, Zukerman - 1991
3: Learning effective search heuristics (context) - Langley - 1983
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BibTeX entry: (Update)
Borrajo, D. and Veloso, M. (1993). Bounded explanation and inductive refinement for acquiring control knowledge. In Proceedings of the Third International Workshop on Knowledge Compilation and Speedup Learning, pages 21--27, Amherst, MA. http://citeseer.ist.psu.edu/borrajo93bounded.html More
@misc{ borrajo93bounded,
author = "D. Borrajo and M. Veloso",
title = "Bounded explanation and inductive refinement for acquiring control knowledge",
text = "Borrajo, D. and Veloso, M. (1993). Bounded explanation and inductive refinement
for acquiring control knowledge. In Proceedings of the Third International
Workshop on Knowledge Compilation and Speedup Learning, pages 21--27, Amherst,
MA.",
year = "1993",
url = "citeseer.ist.psu.edu/borrajo93bounded.html" }
Citations (may not include all citations):371 Explanation-based generalization: A unifying view (context) - Mitchell, Keller et al. - 1986
207 Explanation-based learning: An alternative view (context) - DeJong, Mooney - 1986
107 Learning by Analogical Reasoning in General Problem Solving (context) - Veloso - 1992
90 Learning Effective Search Control Knowledge: An ExplanationB.. (context) - Minton - 1988
90 Prodigy: An integrated architecture for planning and learnin.. (context) - Carbonell, Knoblock et al. - 1990
50 A Structural Theory of Explanation-Based Learning - Etzioni - 1990
46 Learning logical definitions from relations (context) - Quinlan - 1990
32 Nonlinear problem solving using intelligent casual-commitmen.. (context) - Veloso - 1989
29 Lazy explanation-based learning: A solution to the intractab.. (context) - Tadepalli - 1989
15 Learning by experimentation: Acquiring and refining problem-.. (context) - Mitchell, Utgoff et al. - 1983
12 DYNAMIC: A new role for training problems in EBL (context) - P'erez, Etzioni - 1992
9 Learning effective search heuristics (context) - Langley - 1983
8 School of Computer Science (context) - Carbonell, Research et al. - 1992
6 A knowledge compilation model for learning heuristics (context) - Borrajo, Caraca-Valente et al. - 1992
6 Explanation based generalization of partially ordered plans (context) - Kambhampati, Kedar - 1991
3 Also available as technical report AI-TR-297 (context) - Sussman, Model et al. - 1975
2 Learning heuristics in planning (context) - Borrajo, Caraca-Valente et al. - 1992
1 Explanation based learning for nonlinear problem solving in .. (context) - Wang, Veloso et al. - 1993
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