On a nonparametric notion of residual and its applications

Given a random vector (X,Z), we define a notion of nonparametric residual of XX on Z that is always independent of Z. Given (X,Y,Z), we use this notion of residual to develop a test for the conditional independence between XX and YY, given Z.