Let Z be a collapsed random variable with probability density function p Z ( z ) = δ δ ( z ) (i.e., a constant equal to zero). Let the random vector X ~ ~ and the transform H be defined as H ( Z , X ) = [ Z + V ( X ) X ] = [ Y X ~ ~ ] .