Well-known results in statistics (perennially in progress)
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Sample mean is an unbiased estimator of population mean (pdf)
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Variance of sample mean (for uncorrelated or IID observations) (pdf)
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Mean of sample variance (for uncorrelated or IID observations) (pdf)
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Relationship between MSE, Bias and Variance of an estimator (pdf)