A new proof for the peakedness of linear combinations of random variables

A new proof is given to compare linear combinations of independent and possibly non-identically distributed random variables, as well as bivariate SAI random variables in the sense of peakedness order. The main results extend those given in Proschan (1965) and Ma (1998).