Dmytro Perekrestenko

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Related publications (1)

Please note that this is not a complete list of this person’s publications. It includes only semantically relevant works. For a full list, please refer to Infoscience.

Related publications (1)

Please note that this is not a complete list of this person’s publications. It includes only semantically relevant works. For a full list, please refer to Infoscience.

Faster Coordinate Descent via Adaptive Importance Sampling

Volkan Cevher, Martin Jaggi, Dmytro Perekrestenko

Coordinate descent methods employ random partial updates of decision variables in order to solve huge-scale convex optimization problems. In this work, we introduce new adaptive rules for the random selection of their updates. By adaptive, we mean that our ...

PMLR2017

Faster Coordinate Descent via Adaptive Importance Sampling

Volkan Cevher, Martin Jaggi, Dmytro Perekrestenko

PMLR2017