Furthermore, estimation of the conditional distribution function of Y, given θT X, has the same first-order asymptotic properties that it would enjoy if θ were known. The proposed method is ...

In this article we describe the cumulative distribution function of excess returns conditional on a broad set of predictors that summarize the state of the economy. We do so by estimating a sequence ...