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The Guass-Markov Theorem

  • This theorem says that if the assumptions of linear regression are true, then the OLS estimators have following properties:
    • OLS estimated coefficients have minimum variance compared to other methods of estimation
    • OLS estimated coefficients are based on linear functions
    • OLS estimated coefficients are unbiased
    • OLS estimate of variance of errors is unbiased


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