Since W is symmetric and positive definite W = U SU .
then U and the Equation 2 can be rewritten as Given an input example o ∈ D, a new lowdimensional representationx can be thus determined by considering the corresponding item of C asx where c is the vector whose dimensions contain the evaluations of the kernel function between o and each landmark o j ∈ L. the method produces l-dimensional vectors.