@article{Chatzis:2012, author = {Chatzis, SP and Korkinof, D and Demiris, Y}, title = {The Kernel Pitman-Yor Process}, url = {http://arxiv.org/abs/1210.4184v1}, year = {2012} }
TY - JOUR AB - In this work, we propose the kernel Pitman-Yor process (KPYP) fornonparametric clustering of data with general spatial or temporalinterdependencies. The KPYP is constructed by first introducing an infinitesequence of random locations. Then, based on the stick-breaking construction ofthe Pitman-Yor process, we define a predictor-dependent random probabilitymeasure by considering that the discount hyperparameters of theBeta-distributed random weights (stick variables) of the process are notuniform among the weights, but controlled by a kernel function expressing theproximity between the location assigned to each weight and the givenpredictors. AU - Chatzis,SP AU - Korkinof,D AU - Demiris,Y PY - 2012/// TI - The Kernel Pitman-Yor Process UR - http://arxiv.org/abs/1210.4184v1 ER -