P. M. Long. On the sample complexity of PAC learning halfspaces against the uniform distribution. IEEE Transactions on Neural Networks, 6(6):1556-1559, 1995.

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Abstract
We prove an Omega((1/eps)(d + log(1/delta))) lower bound on the PAC learning sample complexity of learning halfspaces against the uniform distribution on the unit ball in d dimensions.