Boolean Function Evaluation Over a Sample

نویسندگان

  • Lisa Hellerstein
  • Devorah Kletenik
  • Patrick Lin
چکیده

We consider the problem of minimizing expected prediction cost, when there are costs associated with determining attribute values. Given a Boolean hypothesis function and a sample of this function, we seek to minimize the average prediction cost over the sample (Sample-BFE problem). We define and explore two different versions of this problem and show how existing work can be used to yield approximation algorithms for k-of-n and CDNF formulas.

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تاریخ انتشار 2014