Kernel Trick, Support Vector Machine, Svm, Machine Learning, Data Science.
is not a kernel function. Thus f(x) = [x, x²] is not a kernel. It is simply a new feature vector. You do not need kernels to do this. You need kernels if you want to do this, or more complicated feature transformations without blowing up dimensionality. A kernel is not restricted to SVMs. Any