Complete Statistical Theory of Learning. (Learning Using Statistical Invariants). Vladimir Vapnik* vladimir.vapnik@gmail.com. Columbia University, New York. The basic concepts of the SLT include the VC (Vapnik–Chervonenkis) dimension and Sign in to download full-size image In statistical learning theory, SVM is the representative of a set of methods referred to as kernel methods. Compared to other classifiers, it makes no assumption on the shape of the pdf of the data. Statistics for. Engineering and. Information Science. Vladimir N. Vapnik. The Nature of Statistical. Learning Theory. Second Edition. Springer.
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