(2005a), we use a low-rank approximation to each Gram matrix, using the incomplete Cholesky decomposition (Bach and Jordan 2002).
we approximate the symmetric matrices K X and K Y as low-rank products, K X ≈ AA T and K Y ≈ BB T , where A ∈ R n×r A and B ∈ R n×r B .