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This page should be revised. There are some errors, at least, in the description of the gaussian related distributions. As an example, the distribution of the sum of two gaussian distributions does not always have a standard deviation of 2.
- It's the variance of 2, not standard deviation. And the two gaussian distributions being summed are independent and standard normal: N(0,1).