Proof of Central Limit Theorem

The cenral 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



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