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Laplace Exponential Family PCA
2018Considering numerous types of data, this paper discusses application of PCA to exponential family distributions. Reviewing the probabilistic basis of PCA, we propose a model using Laplace approximation, which was widely used in classification context, Laplace exponential family PCA (LePCA).
Fangqi Li 0001, Xudie Ren
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Multivariate Exponential Families: A Concise Guide to Statistical Inference
SpringerBriefs in Statistics, 2021Udo Kamps
exaly
Natural Exponential Families with Quadratic Variance Functions
Annals of Statistics, 1982Carl N Morris
exaly
Natural Real Exponential Families with Cubic Variance Functions
Annals of Statistics, 1990Gérard Letac
exaly
Stratified exponential families: Graphical models and model selection
Annals of Statistics, 2001Dan Geiger
exaly
On the geometry of discrete exponential families with application to exponential random graph models
Electronic Journal of Statistics, 2009Alessandro Rinaldo
exaly
Gibbs Sampling, Exponential Families and Orthogonal Polynomials
Statistical Science, 2008Laurent Saloff-Coste, Kshitij Khare
exaly