On the sample complexity of PAC learning half-spaces against theuniform distribution
Long, P.M.
Res. Triangle Inst., Research Triangle Park, NC ;
This paper appears in: Neural Networks, IEEE Transactions on
Publication Date: Nov 1995
Volume: 6,
Issue: 6
On page(s): 1556-1559
ISSN: 1045-9227
References Cited: 12
CODEN: ITNNEP
INSPEC Accession Number: 5110576
Digital Object Identifier: 10.1109/72.471352
Posted online: 2002-08-06 19:47:55.0
Abstract
We prove an Ω(d/ε+1/εlog1/δ) lower bound
on the PAC (probably approximately correct) learning sample complexity
of learning half-spaces against the uniform distribution on the unit
ball in Rd
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