variationalbayesiandataanalysisonmanifold

	variationalbayesiandataanalysisonmanifold
	Yang Ming
刊名	controltheoryandtechnology
	2018
卷号	016 期号:003 页码:212
ISSN号	2095-6983
英文摘要	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-F） step and variational Bayesian maximum （VB-M） step. Moreover, the effective of different metrics for Bayesian analysis is discussed.
语种	英语
内容类型	期刊论文
源URL	[http://ir.amss.ac.cn/handle/2S8OKBNM/44638]
专题	中国科学院数学与系统科学研究院
作者单位	中国科学院数学与系统科学研究院
推荐引用方式 GB/T 7714	Yang Ming. variationalbayesiandataanalysisonmanifold[J]. controltheoryandtechnology,2018,016(003):212.
APA	Yang Ming.(2018).variationalbayesiandataanalysisonmanifold.controltheoryandtechnology,016(003),212.
MLA	Yang Ming."variationalbayesiandataanalysisonmanifold".controltheoryandtechnology 016.003(2018):212.