Literature DB >> 18263451

On the sample complexity of PAC learning half-spaces against the uniform distribution.

P M Long1.   

Abstract

We prove an Omega(d/epsilon+1/epsilonlog1/delta) lower bound on the PAC (probably approximately correct) learning sample complexity of learning half-spaces against the uniform distribution on the unit ball in R(d).

Year:  1995        PMID: 18263451     DOI: 10.1109/72.471352

Source DB:  PubMed          Journal:  IEEE Trans Neural Netw        ISSN: 1045-9227


  1 in total

1.  Sample Complexity Bounds for Differentially Private Learning.

Authors:  Kamalika Chaudhuri; Daniel Hsu
Journal:  JMLR Workshop Conf Proc       Date:  2011
  1 in total

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