Technical Report
 

Proceedings of the Workshop on Knowledge Compilation and Speedup Learning

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  • This volume contains the papers accepted for the informal workshop on Knowledge Compilation and Speedup Learning held along with the Machine Learning Conference in Aberdeen Scotland. This workshop is a sequel to the first Knowledge Compilation workshop, which was organized by Jim Bennett, Tom Dieterich, and Jack Mostow in Otter Crest, Oregon, USA in 1986.
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  • Aberdeen, Scotland, UK
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  • An Overview of Current Research on Knowledge Compilation and Speedup Learning, Douglas Fisher, Devika Subramanian, and Prasad Tadepalli. / Clustering Approaches to Speedup Learning, Douglas Fisher, Stefanos Manganaris and Jungsoon Yoo. / Efficient Dynamic Optimization of Logic Programs, Philip Laird. Speeding-up Logic Proqrams by Combining EBG and FOIL, John M. Zelle and Raymond J. Mooney. / Unifying Empirical and Explanation-Based Learning by Modeling the Utility of Learned Knowledge, Lawrence B. Holder. / Learning to Improve Iterative Repair Scheduling, Monte Zweben and Eugene Davis. / Some Empirical Results in Planning Speedup Using Combinations of On-line Adaption Techniques, T.L. McCluskey, and J.M. Porteous. / A Knowledge Compilation Model for Learning Heuristics, Daniel Borrajo, Juan P. Caraça-Valente, and Juan Pazos. / On the Usefulness of Impasses for Limiting the Application of Learned Macro Operators in order to Speed Up Problem Solving, Glenn Iba. / Systematic Experimentation with Deductive Learning: Satisficing vs. Optimizing Search, Shaul Markovitch and Irit Rosdeutscher. / Why EBL Produces Overly-Specific Knowledge: A Critique of the PRODIGY Approaches Abstract, Oren Etzioni and Steven Minton. / Learning Abstract Plans to Speed Up Hierarchical Planning, Ralph Bergmann. / An Explanation-Based Learning Approach to Knowledge Compilation, Keith Levi, Christopher A. Miller, Mark Hoffman, and Barry B. Druhan. / Knowledge Compilation in Counter-Planning Using Abstract Reverse Enumeration, Nicholas S. Flann. / Towards Planners that can Reason about their Tradeoffs, Mike Barley. / The Nature of Geometry Expertise: A Challenge for Speed-up Learning, Kenneth Koedinger. / Learning Plan Knowledge from Simulators, Prasad Tadepalli and Ramana Isukapalli.
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