A note on sufficient dimension reduction

In this paper, we presented a theoretical result and then discussed possible applications of our result to SDR problems. In addition to providing insights into existing SDR methods when Y   is univariate; our theorem also applies to multivariate responses, especially when the response takes the form of (Y,W)(Y,W), where Y is a continuous variable and W is categorical.