Among all the unbiased Estimators Of the population regression coefficients which are linear in the dependent variable (say Yi), the least squares estimators have the smallest variance.
This statement is known as:
1
Bayes' theorem
2
Central limit theorem
3
Chebyshev's theorem
4
Gauss-Markov theorem