IJCAI Conference 1991 Conference Paper
Learning Structural Decision Trees from Examples
- Larry Watanabe
- ixirry Rendell
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Larry Watanabe
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3AAAI Conference 1990 Conference Paper
Effective Generalization of Relational Descriptions
- Larry Watanabe
- Larry Rendell
The problem of computing maximally-specific generalizations (MSCG~) of relational descriptions can be modelled as tree search. We describe several transformations and pruning methods for reducing the complexity of the problem. Based on this analysis, we have implemented a search program (X-search) for finding the MSCG's. Experiments compare the separate and combined effects of pruning methods on search efficiency. With effective pruning methods, full-width search appears feasible for moderately sized relational descriptions.
IJCAI Conference 1987 Conference Paper
Guiding Constructive Induction for Incremental Learning from Examples
- Larry Watanabe
- Renee Elio