Variational Bayesian data analysis on manifold
Yang MING
摘要：In this paper,variational inference is studied on manifolds with certain metrics.To solve the problem,the analysis is first proposed for the variational Bayesian on Lie group,and then extended to the manifold that is approximated by Lie groups.Then the convergence of the proposed algorithm with respect to the manifold metric is proved in two iterative processes:variational Bayesian expectation (VB-E) step and variational Bayesian maximum (VB-M) step.Moreover,the effective of different metrics for Bayesian analysis is discussed.
机标关键词：
资助基金：the National Key Research and Development Program of China(2016YF-B0901900)the National Natural Science Foundation of China()the National Natural Science Foundation of China(61733018)the National Natural Science Foundation of China(61333001)the National Natural Science Foundation of China(61573344)
论文发表日期：2018-01-01
在线出版日期：2025-08-15（本平台首次上网日期，不代表文献的发表时间）
页数：9( 212-220 )
英文信息