Beta Wavelet - Gnedenko-Kolmogorov Central Limit Theorem Revisited

Gnedenko-Kolmogorov Central Limit Theorem Revisited

Let be a probability density of the random variable, i.e.

, and .

Suppose that all variables are independent.

The mean and the variance of a given random variable are, respectively

.

The mean and variance of are therefore and .

The density of the random variable corresponding to the sum is given by the

Central Limit Theorem for distributions of compact support (Gnedenko and Kolmogorov) .

Let be distributions such that .

Let, and .

Without loss of generality assume that and .

The random variable holds, as,

where and

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