More Efficient PAC-Learning of DNF with Membership Queries Under the Uniform Distribution

@inproceedings{Bshouty1999MoreEP,
  title={More Efficient PAC-Learning of DNF with Membership Queries Under the Uniform Distribution},
  author={Nader H. Bshouty and Jeffrey C. Jackson and Christino Tamon},
  booktitle={COLT},
  year={1999}
}
An efficient algorithm exists for learning disjunctive normal form (DNF) expressions in the uniformdistribution PAC learning model with membership queries [J97], but in practice the algorithm can only be applied to small problems. We present several modifications to the algorithm that substantially improve its asymptotic efficiency. First, we show how to significantly improve the time and sample complexity of a key subprogram, resulting in similar improvements in the bounds on the overall DNF… CONTINUE READING
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