Kernel Generative Topographic Mapping
Iván Olier, Alfredo Vellido, Jesús Giraldo · 2010
Abstract. A kernel version of Generative Topographic Mapping, a model of the manifold learning family, is defined in this paper. Its ability to adequately model non-i.i.d. data is illustrated in a problem concerning the identification of protein subfamilies from protein sequences. 1