Suppose we have n observations from X = Y + Z, where Z is a noise component with known distribution, and Y has an unknown density f. When the characteristic function of Z is nonzero almost everywhere, we show that it is possible to construct a density estimate fn such that for all f, Iimn| |=0.
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Luc Devroye (1989) studied this question.
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