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Abstract: In this paper we advocate a learning method where a deductive and an inductive strategies are combined to efficiently learn control knowledge. The approach consists of initially bounding the explanation to a predetermined set of problem solving features. Since there is no proof that the set is sufficient to capture the correct and complete explanation for the decisions, the control rules acquired are then refined, if and when applied incorrectly to new examples. The method is especially... (Update)
Context of citations to this paper: More
...the learned knowledge through experiencing positive and negative examples. We have described different aspects of hamlet s procedures in [1, 2]. hamlet is an ongoing research project. In this talk, we describe the multiple learning opportunities that hamlet addresses in the...
...that goal . Unfortunately, the impossibility theory is domain specific and each new domain requires a new one. 2.2. 3 HAMLET HAMLET[4] learns PRODIGY select rules for the different types of choice points found in NOLIMIT[20] PRODIGY s non linear problem solver. HAMLET...
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BibTeX entry: (Update)
Borrajo, D. and Veloso, M. (1994b). Incremental learning of control knowledge for nonlinear problem solving. In Proceedings of the European Conference on Machine Learning, ECML-94, pages 64--82. http://citeseer.ist.psu.edu/article/borrajo94incremental.html More
@inproceedings{ borrajo94incremental,
author = "Daniel Borrajo and Manuela Veloso",
title = "Incremental Learning of Control Knowledge for Nonlinear Problem Solving",
booktitle = "Proceedings of the European Conference on Machine Learning",
publisher = "Springer Verlag",
address = "Sicily, Italy",
pages = "64--82",
year = "1994",
url = "citeseer.ist.psu.edu/article/borrajo94incremental.html" }
Citations (may not include all citations):891 Strips: A new approach to the application of theorem proving.. (context) - Fikes, Nilsson - 1971
107 Learning by Analogical Reasoning in General Problem Solving (context) - Veloso - 1992
90 Prodigy: An integrated architecture for planning and learnin.. (context) - Carbonell, Knoblock et al. - 1990
90 Learning Effective Search Control Knowledge: An ExplanationB.. (context) - Minton - 1988
71 Macro-operators: A weak method for learning (context) - Korf - 1985
70 Derivational analogy in prodigy: Automating case acquisition (context) - Veloso, Carbonell - 1993
50 A Structural Theory of Explanation-Based Learning - Etzioni - 1990
46 Learning logical definitions from relations (context) - Quinlan - 1990
37 A heuristic approach to the discovery of macro-operators (context) - Iba - 1989
32 Nonlinear problem solving using intelligent casualcommitment (context) - Veloso - 1989
30 Combining FOIL and EBG to speed-up logic programs - Zelle, Mooney - 1993
18 Why EBL produces overly-specific knowledge: A critique of th.. (context) - Etzioni, Minton - 1992
15 Learning by experimentation: Acquiring and refining problem-.. (context) - Mitchell, Utgoff et al. - 1983
15 Learning search control rules for planning: An inductive app.. (context) - Leckie, Zukerman - 1991
12 DYNAMIC: A new role for training problems in EBL (context) - P'erez, Etzioni - 1992
10 Technical Report CMU-CS (context) - Carbonell, Research et al. - 1992
9 Learning effective search heuristics (context) - Langley - 1983
8 Knowledge organization and the utility problem (context) - Doorenbos, Veloso - 1993
8 An analysis of search techniques for a totallyordered nonlin.. - Blythe, Veloso - 1992
7 Automated acquisition of control knowledge to improve the qu.. - P'erez, Carbonell - 1993
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 Similarity-based retrieval and partial reuse of macro-operat.. (context) - Yang, Fisher - 1992
3 Also available as technical report AI-TR-297 (context) - Sussman, Model et al. - 1975
3 Bounded explanation and inductive refinement for acquiring c.. - Borrajo, Veloso - 1993
2 Learning heuristics in planning (context) - Borrajo, Caraca-Valente et al. - 1992
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