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Daniel Stefankovic

2 accepted papers

2017

On The Projection Operator to A Three-view Cardinality Constrained Set

ICML 2017poster

The cardinality constraint is an intrinsic way to restrict the solution structure in many domains, for example, sparse learning, feature selection, and compressed sensing. To solve a cardinality constrained problem, the key challenge is to solve the projection onto the cardinality constraint set, wh…

Cited by 0SourcePDFScholar
2017

Rapid Mixing Swendsen-Wang Sampler for Stochastic Partitioned Attractive Models

AISTATS 2017poster

The Gibbs sampler is the most popular Markov chain used for learning and inference problems in Graphical Models (GM). These tasks are computationally intractable in general, and the Gibbs sampler often suffers from slow mixing. In this paper, we study the Swendsen-Wang dynamics which is a more sop…

Cited by 9SourcePDFScholar