Abstract: Suppose that e1,e2,... are i.i.d. random variables with Ee1=0 andE|e1|r<∞ for some r with 1≤r<2. In this paper, we obtain sufficient conditions for almost sure convergence of the weighted sum and derive that these conditions are necessary in some sense.
Key words and phrases: Almost sure convergence, linear regression, consistency.