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No. A standard counterexample comes from the log-normal distribution. Let
and, for a fixed , let
This is a nonnegative density distinct from . For every nonnegative integer , substituting makes the difference of the th moments proportional to
It is the imaginary part of
which vanishes because its phase is . The case also proves that is normalized. Thus the two distributions have every finite moment equal but are different. Unbounded random variables need not be determined by their moments.
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