Random fourier features tutorial

We investigate the risk bounds of support vector machines (SVM) that use the random Fourier features method as an approximate model in classification tasks under three different problem setups: (i) in the soft-margin formulation, using the same regularization parameter in the approximate and the accurate models, (ii) using the same upper bound on the 2-norm of the normal vectors, and (iii ... Fourier Transform Infra-Red Spectroscopy (FTIR). FTIR is an extremely useful technique for confirming the identity of pure compounds, but has limited value if used for mixtures of compounds. The technique is based upon the identification of functional groups within molecules where such groups vibrate...