Technical Reports - Query ResultsYour query term was 'number = 93-28'
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- OFAI-TR-93-28 ( 88kB g-zipped PostScript file)
FOSSIL: A robust relational learner
- Johannes Fürnkranz
- The research reported in this paper describes FOSSIL, an ILP system that uses a search heuristic based on statistical correlation. Several interesting properties of this heuristic are discussed, and a it is shown how it naturally can be extended with a simple, but powerful stopping criterion that is independent of the number of training examples. Instead, FOSSIL's stopping criterion depends on a search heuristic that estimates the utility of literals on a uniform scale. After a comparison with FOIL and mFOIL in the KRK domain and on the mesh data, we outline some ideas how FOSSIL can be adopted for top-down pruning and present some preliminary results.