Proof of Central Limit Theorem

The central limit theorem is one of the most important theorems in statistics. It approximates the distribution of the meanof any sample of size n from any distribution by the distribution

Now write

so we have









Now expand so







Taking the Fourier transform,


This is of the form

where and.

But this is a Fourier transform of a Gaussian function, so




But and, so

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