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Explain, in detail why the central limit theorem is the cornerstone of statistical estimation
Solution
The central limit theorem (CLT) is a fundamental result from statistics. It states that the sum of a
large number of independent identically distributed (iid) random variables will tend to be
distributed according to the normal distribution. A first version of the CLT was proved by the
English mathematician Abraham de Moivre (1667

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