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Showing 1 to 3 of 3 for “"Infinite mixture"”.
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Non-Gaussian Stochastic Process Priors for Learning
… of non-Gaussian representations is derived as an infinite mixture of Gaussian processes with its associated inference methodology. Furthermore, we study the linear fractional stable motion which is an essential family of stochastic processes with self-similar and heavy-tailed characteristics. In …
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Bayesian Approach Dealing with Mixture Model Problems
… we focus on two research topics related to mixture models. The first topic is Adaptive Rejection Metropolis Simulated Annealing for Detecting Global Maximum Regions, and the second topic is Bayesian Model Selection for Nonlinear Mixed Effects Model. In the first topic, we consider a finite …
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Adaptive Functional Data Analysis
… and regression, where challenges arise from the infinite-dimensionality of their underlying spaces. For adaptive representation, the notion of mixture inner product spaces (MIPS) is developed, featuring an infinite-dimensional mixture of finite-dimensional subspaces. We show that MIPS provides a …