If we model the buyers' preferences as independently distributed along each dimension and each modifier score a(µ, d k ) also as an independent random variable, then the random variable Π(s i ) is a sum of random variables.
we have: where R(µ j , d k ) is equal to the sum of the r i weights across all postings in which the modifier µ j modifies dimension d k .