S. Derin Babacan
4 papers · 2012–2015 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(12)
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Hot Topic Early Bird
📈
Trend Setter
Venues
Top co-authors
Research topics
Machine Learning
(4)
Core Methods
(4)
Deep Learning
(3)
Models
(3)
Bayesian & Probabilistic · Machine Learning
(2)
Optimization & Theory
(2)
Artificial Intelligence
(1)
Computer Vision
(1)
Mathematics & Optimization
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Optimization
(1)
Processing
(1)
Keywords
variational inference
(3)
matrix factorization
(2)
variational bayesian
(2)
variational bayesian inference
(1)
global optimization
(1)
bayesian estimation
(1)
singular value decomposition
(1)
probabilistic pca
(1)
bayesian framework
(1)
robust principal component analysis
(1)
global analytic solution
(1)
sparse matrix
(1)
variational bayesian matrix factorization
(1)
dimensionality recovery
(1)
low-rank subspace clustering
(1)
variational bayesian learning
(1)
global optimization solver
(1)
homotopy method
(1)
polynomial equation
(1)
foreground-background separation
(1)
Papers
Condition for Perfect Dimensionality Recovery by Variational Bayesian PCA
JMLR 2015
Global Analytic Solution of Fully-observed Variational Bayesian Matrix Factorization
JMLR 2013
Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace Clustering
NeurIPS 2013
Sparse Additive Matrix Factorization for Robust PCA and Its Generalization
ACML 2012