Compression-Based Pruning of Decision Lists

@inproceedings{Pfahringer1997CompressionBasedPO,
  title={Compression-Based Pruning of Decision Lists},
  author={Bernhard Pfahringer},
  booktitle={ECML},
  year={1997}
}
We deene a formula for estimating the coding costs of decision lists for propositional domains. This formula allows for multiple classes and both categorical and numerical attributes. For artiicial domains the formula performs quite satisfactory, whereas results are rather mixed and inconclusive for natural domains. Further experiments lead to a principled simpliication of the original formula which is robust in both artiicial and natural domains. Simple hill-climbing search for the most… CONTINUE READING