A generalized Fourier basis over Bayesian networks yields polynomial-time membership-query learning of DNF under difference-bounded tree distributions.
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Learning DNF through Generalized Fourier Representations
A generalized Fourier basis over Bayesian networks yields polynomial-time membership-query learning of DNF under difference-bounded tree distributions.