In this paper we consider the learning ability of Gaussian kernels online support vector machine for classification (SVMC) with non-i.i.d. input samples, Markov training samples. We introduce a new Gaussian kernels online SVMC algorithm with Markov selective sampling, and give the experimental researches on the generalization ability of online SVMC method… (More)