P. M. Long. An upper
bound on the sample complexity of PAC learning halfspaces with respect
to the uniform distribution. Information
Processing Letters, 87(5): 229-234, 2003. (Available in Postscript and PDF formats.)
Abstract
We establish an upper bound on the number of examples needed for
PAC-learning halfspaces with respect to the uniform distribution
over the unit ball. The bound matches a known lower bound to within
a constant factor.