In this paper, we describe a mathematical framework to determine the weighted functions in variable weight combined forecasting (VWCF) problems with continuous variable weights. Due to the polynomial approdmation theorem and matrix analysis, the general formula of the variable weighted functions wi(t) in the VWCF problems is obtained. We put forward the optimal weighted matris and get the optimal weights by minimizing errors square sum J at any given times.