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probabilistic pca

12 papers

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Co-occurring keywords

probabilistic principal component analysis (12) principal component analysis (316) variational inference (2069) probabilistic model (476) dimensionality reduction (720) monte carlo sampling (83) dimensionality recovery (2) generative model (2892) variational bayesian (39) marginal likelihood (75)

Papers

Generalized probabilistic principal component analysis of correlated data JMLR 2020
Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse NIPS 2019
Loss Landscapes of Regularized Linear Autoencoders ICML 2019
Representing and Learning High Dimensional Data With the Optimal Transport Map From a Probabilistic Viewpoint CVPR 2018
Globally Sparse Probabilistic PCA AISTATS 2016
Condition for Perfect Dimensionality Recovery by Variational Bayesian PCA JMLR 2015
Robust Multi-Image Based Blind Face Hallucination CVPR 2015
Probabilistic Principal Geodesic Analysis NIPS 2013
Distributed Probabilistic Learning for Camera Networks with Missing Data NIPS 2012
Perfect Dimensionality Recovery by Variational Bayesian PCA NIPS 2012
Probabilistic Relational PCA NIPS 2009
Bayesian Exponential Family PCA NIPS 2008