Data Science, Kernel Trick, Nonlinear Models, Machine Learning, Data Transformation.
efficient mapping procedure from kernel matrix inner products to the explicit approximated kernel-space Φ̃. It can be seen that the mapping to low-rank kernel-space can be achieved using one matrix multiplication, only. The necessary decomposition of 𝑊 can be done using Cholesky decomposition,