FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3206336800> ?p ?o ?g. }

• W3206336800 abstract "Sampling and Variational Inference (VI) are two large families of methods for approximate inference with complementary strengths. Sampling methods excel at approximating arbitrary probability distributions, but can be inefficient. VI methods are efficient, but can fail when probability distributions are complex. Here, we develop a framework for constructing intermediate algorithms that balance the strengths of both sampling and VI. Both approximate a probability distribution using a mixture of simple component distributions: in sampling, each component is a delta-function and is chosen stochastically, while in standard VI a single component is chosen to minimize divergence. We show that sampling and VI emerge as special cases of an optimization problem over a mixing distribution, and intermediate approximations arise by varying a single parameter. We then derive closed-form sampling dynamics over variational parameters that stochastically build a mixture. Finally, we discuss how to select the optimal compromise between sampling and VI given a computational budget. This work is a first step towards a highly flexible yet simple family of inference methods that combines the complementary strengths of sampling and VI." @default.
• W3206336800 created "2021-10-25" @default.
• W3206336800 creator A5034280616 @default.
• W3206336800 creator A5036107630 @default.
• W3206336800 creator A5057055829 @default.
• W3206336800 creator A5084055715 @default.
• W3206336800 date "2021-10-18" @default.
• W3206336800 modified "2023-09-27" @default.
• W3206336800 title "Interpolating between sampling and variational inference with infinite stochastic mixtures." @default.
• W3206336800 cites W1503398984 @default.
• W3206336800 cites W1663973292 @default.
• W3206336800 cites W1906598733 @default.
• W3206336800 cites W2011301426 @default.
• W3206336800 cites W2022023686 @default.
• W3206336800 cites W2043371182 @default.
• W3206336800 cites W2056129277 @default.
• W3206336800 cites W2103236816 @default.
• W3206336800 cites W2120340025 @default.
• W3206336800 cites W2120633557 @default.
• W3206336800 cites W2164613257 @default.
• W3206336800 cites W2166851633 @default.
• W3206336800 cites W2203957096 @default.
• W3206336800 cites W2217402295 @default.
• W3206336800 cites W2478027467 @default.
• W3206336800 cites W2525708432 @default.
• W3206336800 cites W2552233335 @default.
• W3206336800 cites W2891063340 @default.
• W3206336800 cites W2914470628 @default.
• W3206336800 cites W2949759968 @default.
• W3206336800 cites W2962732346 @default.
• W3206336800 cites W2962736171 @default.
• W3206336800 cites W2962851448 @default.
• W3206336800 cites W2962994101 @default.
• W3206336800 cites W2963932270 @default.
• W3206336800 cites W2963977107 @default.
• W3206336800 cites W3036167779 @default.
• W3206336800 cites W3106022083 @default.
• W3206336800 cites W3113309864 @default.
• W3206336800 cites W3187473061 @default.
• W3206336800 hasPublicationYear "2021" @default.
• W3206336800 type Work @default.
• W3206336800 sameAs 3206336800 @default.
• W3206336800 citedByCount "0" @default.
• W3206336800 crossrefType "posted-content" @default.
• W3206336800 hasAuthorship W3206336800A5034280616 @default.
• W3206336800 hasAuthorship W3206336800A5036107630 @default.
• W3206336800 hasAuthorship W3206336800A5057055829 @default.
• W3206336800 hasAuthorship W3206336800A5084055715 @default.
• W3206336800 hasConcept C105795698 @default.
• W3206336800 hasConcept C106131492 @default.
• W3206336800 hasConcept C111472728 @default.
• W3206336800 hasConcept C11413529 @default.
• W3206336800 hasConcept C121332964 @default.
• W3206336800 hasConcept C121864883 @default.
• W3206336800 hasConcept C126255220 @default.
• W3206336800 hasConcept C134261354 @default.
• W3206336800 hasConcept C138885662 @default.
• W3206336800 hasConcept C140779682 @default.
• W3206336800 hasConcept C149441793 @default.
• W3206336800 hasConcept C154945302 @default.
• W3206336800 hasConcept C167723999 @default.
• W3206336800 hasConcept C170593435 @default.
• W3206336800 hasConcept C19499675 @default.
• W3206336800 hasConcept C207390915 @default.
• W3206336800 hasConcept C2776214188 @default.
• W3206336800 hasConcept C2780586882 @default.
• W3206336800 hasConcept C28826006 @default.
• W3206336800 hasConcept C31972630 @default.
• W3206336800 hasConcept C33923547 @default.
• W3206336800 hasConcept C41008148 @default.
• W3206336800 hasConcept C41895202 @default.
• W3206336800 hasConcept C52740198 @default.
• W3206336800 hasConceptScore W3206336800C105795698 @default.
• W3206336800 hasConceptScore W3206336800C106131492 @default.
• W3206336800 hasConceptScore W3206336800C111472728 @default.
• W3206336800 hasConceptScore W3206336800C11413529 @default.
• W3206336800 hasConceptScore W3206336800C121332964 @default.
• W3206336800 hasConceptScore W3206336800C121864883 @default.
• W3206336800 hasConceptScore W3206336800C126255220 @default.
• W3206336800 hasConceptScore W3206336800C134261354 @default.
• W3206336800 hasConceptScore W3206336800C138885662 @default.
• W3206336800 hasConceptScore W3206336800C140779682 @default.
• W3206336800 hasConceptScore W3206336800C149441793 @default.
• W3206336800 hasConceptScore W3206336800C154945302 @default.
• W3206336800 hasConceptScore W3206336800C167723999 @default.
• W3206336800 hasConceptScore W3206336800C170593435 @default.
• W3206336800 hasConceptScore W3206336800C19499675 @default.
• W3206336800 hasConceptScore W3206336800C207390915 @default.
• W3206336800 hasConceptScore W3206336800C2776214188 @default.
• W3206336800 hasConceptScore W3206336800C2780586882 @default.
• W3206336800 hasConceptScore W3206336800C28826006 @default.
• W3206336800 hasConceptScore W3206336800C31972630 @default.
• W3206336800 hasConceptScore W3206336800C33923547 @default.
• W3206336800 hasConceptScore W3206336800C41008148 @default.
• W3206336800 hasConceptScore W3206336800C41895202 @default.
• W3206336800 hasConceptScore W3206336800C52740198 @default.
• W3206336800 hasLocation W32063368001 @default.
• W3206336800 hasOpenAccess W3206336800 @default.
• W3206336800 hasPrimaryLocation W32063368001 @default.
• W3206336800 hasRelatedWork W110881745 @default.

• next