Matches in SemOpenAlex for { <https://semopenalex.org/work/W3035401063> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W3035401063 abstract "Stochastic Gradient Langevin Dynamics (SGLD) ensures strong guarantees with regards to convergence in measure for sampling log-concave posterior distributions by adding noise to stochastic gradient iterates. Given the size of many practical problems, parallelizing across several asynchronously running processors is a popular strategy for reducing the end-to-end computation time of stochastic optimization algorithms. In this paper, we are the first to investigate the effect of asynchronous computation, in particular, the evaluation of stochastic Langevin gradients at delayed iterates, on the convergence in measure. For this, we exploit recent results modeling Langevin dynamics as solving a convex optimization problem on the space of measures. We show that the rate of convergence in measure is not significantly affected by the error caused by the delayed gradient information used for computation, suggesting significant potential for speedup in wall clock time. We confirm our theoretical results with numerical experiments on some practical problems." @default.
- W3035401063 created "2020-06-19" @default.
- W3035401063 creator A5043227337 @default.
- W3035401063 creator A5066151990 @default.
- W3035401063 creator A5083822059 @default.
- W3035401063 date "2020-06-12" @default.
- W3035401063 modified "2023-10-18" @default.
- W3035401063 title "Stochastic Gradient Langevin with Delayed Gradients" @default.
- W3035401063 cites W2167433878 @default.
- W3035401063 cites W2590513847 @default.
- W3035401063 cites W2736302961 @default.
- W3035401063 cites W2899771611 @default.
- W3035401063 cites W2905549570 @default.
- W3035401063 cites W2963545724 @default.
- W3035401063 cites W3118608800 @default.
- W3035401063 doi "https://doi.org/10.48550/arxiv.2006.07362" @default.
- W3035401063 hasPublicationYear "2020" @default.
- W3035401063 type Work @default.
- W3035401063 sameAs 3035401063 @default.
- W3035401063 citedByCount "0" @default.
- W3035401063 crossrefType "posted-content" @default.
- W3035401063 hasAuthorship W3035401063A5043227337 @default.
- W3035401063 hasAuthorship W3035401063A5066151990 @default.
- W3035401063 hasAuthorship W3035401063A5083822059 @default.
- W3035401063 hasBestOaLocation W30354010631 @default.
- W3035401063 hasConcept C105795698 @default.
- W3035401063 hasConcept C111919701 @default.
- W3035401063 hasConcept C11413529 @default.
- W3035401063 hasConcept C121332964 @default.
- W3035401063 hasConcept C121864883 @default.
- W3035401063 hasConcept C126255220 @default.
- W3035401063 hasConcept C127162648 @default.
- W3035401063 hasConcept C134306372 @default.
- W3035401063 hasConcept C140479938 @default.
- W3035401063 hasConcept C151319957 @default.
- W3035401063 hasConcept C162324750 @default.
- W3035401063 hasConcept C194387892 @default.
- W3035401063 hasConcept C2777303404 @default.
- W3035401063 hasConcept C2780004032 @default.
- W3035401063 hasConcept C2780009758 @default.
- W3035401063 hasConcept C28826006 @default.
- W3035401063 hasConcept C31258907 @default.
- W3035401063 hasConcept C33923547 @default.
- W3035401063 hasConcept C41008148 @default.
- W3035401063 hasConcept C45374587 @default.
- W3035401063 hasConcept C50522688 @default.
- W3035401063 hasConcept C51955184 @default.
- W3035401063 hasConcept C57869625 @default.
- W3035401063 hasConcept C68339613 @default.
- W3035401063 hasConcept C77088390 @default.
- W3035401063 hasConcept C8272713 @default.
- W3035401063 hasConceptScore W3035401063C105795698 @default.
- W3035401063 hasConceptScore W3035401063C111919701 @default.
- W3035401063 hasConceptScore W3035401063C11413529 @default.
- W3035401063 hasConceptScore W3035401063C121332964 @default.
- W3035401063 hasConceptScore W3035401063C121864883 @default.
- W3035401063 hasConceptScore W3035401063C126255220 @default.
- W3035401063 hasConceptScore W3035401063C127162648 @default.
- W3035401063 hasConceptScore W3035401063C134306372 @default.
- W3035401063 hasConceptScore W3035401063C140479938 @default.
- W3035401063 hasConceptScore W3035401063C151319957 @default.
- W3035401063 hasConceptScore W3035401063C162324750 @default.
- W3035401063 hasConceptScore W3035401063C194387892 @default.
- W3035401063 hasConceptScore W3035401063C2777303404 @default.
- W3035401063 hasConceptScore W3035401063C2780004032 @default.
- W3035401063 hasConceptScore W3035401063C2780009758 @default.
- W3035401063 hasConceptScore W3035401063C28826006 @default.
- W3035401063 hasConceptScore W3035401063C31258907 @default.
- W3035401063 hasConceptScore W3035401063C33923547 @default.
- W3035401063 hasConceptScore W3035401063C41008148 @default.
- W3035401063 hasConceptScore W3035401063C45374587 @default.
- W3035401063 hasConceptScore W3035401063C50522688 @default.
- W3035401063 hasConceptScore W3035401063C51955184 @default.
- W3035401063 hasConceptScore W3035401063C57869625 @default.
- W3035401063 hasConceptScore W3035401063C68339613 @default.
- W3035401063 hasConceptScore W3035401063C77088390 @default.
- W3035401063 hasConceptScore W3035401063C8272713 @default.
- W3035401063 hasLocation W30354010631 @default.
- W3035401063 hasOpenAccess W3035401063 @default.
- W3035401063 hasPrimaryLocation W30354010631 @default.
- W3035401063 hasRelatedWork W2113250618 @default.
- W3035401063 hasRelatedWork W2115931253 @default.
- W3035401063 hasRelatedWork W2365692793 @default.
- W3035401063 hasRelatedWork W2804227275 @default.
- W3035401063 hasRelatedWork W2950164855 @default.
- W3035401063 hasRelatedWork W3035401063 @default.
- W3035401063 hasRelatedWork W3096615964 @default.
- W3035401063 hasRelatedWork W3105847064 @default.
- W3035401063 hasRelatedWork W4286981763 @default.
- W3035401063 hasRelatedWork W4287758496 @default.
- W3035401063 isParatext "false" @default.
- W3035401063 isRetracted "false" @default.
- W3035401063 magId "3035401063" @default.
- W3035401063 workType "article" @default.