Matches in SemOpenAlex for { <https://semopenalex.org/work/W4311407103> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4311407103 abstract "Spectral risk objectives - also called $L$-risks - allow for learning systems to interpolate between optimizing average-case performance (as in empirical risk minimization) and worst-case performance on a task. We develop stochastic algorithms to optimize these quantities by characterizing their subdifferential and addressing challenges such as biasedness of subgradient estimates and non-smoothness of the objective. We show theoretically and experimentally that out-of-the-box approaches such as stochastic subgradient and dual averaging are hindered by bias and that our approach outperforms them." @default.
- W4311407103 created "2022-12-26" @default.
- W4311407103 creator A5001083519 @default.
- W4311407103 creator A5010613767 @default.
- W4311407103 creator A5016535318 @default.
- W4311407103 creator A5033336662 @default.
- W4311407103 creator A5046132757 @default.
- W4311407103 date "2022-12-09" @default.
- W4311407103 modified "2023-09-24" @default.
- W4311407103 title "Stochastic Optimization for Spectral Risk Measures" @default.
- W4311407103 doi "https://doi.org/10.48550/arxiv.2212.05149" @default.
- W4311407103 hasPublicationYear "2022" @default.
- W4311407103 type Work @default.
- W4311407103 citedByCount "0" @default.
- W4311407103 crossrefType "posted-content" @default.
- W4311407103 hasAuthorship W4311407103A5001083519 @default.
- W4311407103 hasAuthorship W4311407103A5010613767 @default.
- W4311407103 hasAuthorship W4311407103A5016535318 @default.
- W4311407103 hasAuthorship W4311407103A5033336662 @default.
- W4311407103 hasAuthorship W4311407103A5046132757 @default.
- W4311407103 hasBestOaLocation W43114071031 @default.
- W4311407103 hasConcept C102634674 @default.
- W4311407103 hasConcept C107321475 @default.
- W4311407103 hasConcept C124952713 @default.
- W4311407103 hasConcept C126255220 @default.
- W4311407103 hasConcept C134306372 @default.
- W4311407103 hasConcept C142362112 @default.
- W4311407103 hasConcept C147764199 @default.
- W4311407103 hasConcept C149782125 @default.
- W4311407103 hasConcept C158968445 @default.
- W4311407103 hasConcept C162324750 @default.
- W4311407103 hasConcept C187736073 @default.
- W4311407103 hasConcept C194387892 @default.
- W4311407103 hasConcept C2780451532 @default.
- W4311407103 hasConcept C2780980858 @default.
- W4311407103 hasConcept C33923547 @default.
- W4311407103 hasConcept C41008148 @default.
- W4311407103 hasConceptScore W4311407103C102634674 @default.
- W4311407103 hasConceptScore W4311407103C107321475 @default.
- W4311407103 hasConceptScore W4311407103C124952713 @default.
- W4311407103 hasConceptScore W4311407103C126255220 @default.
- W4311407103 hasConceptScore W4311407103C134306372 @default.
- W4311407103 hasConceptScore W4311407103C142362112 @default.
- W4311407103 hasConceptScore W4311407103C147764199 @default.
- W4311407103 hasConceptScore W4311407103C149782125 @default.
- W4311407103 hasConceptScore W4311407103C158968445 @default.
- W4311407103 hasConceptScore W4311407103C162324750 @default.
- W4311407103 hasConceptScore W4311407103C187736073 @default.
- W4311407103 hasConceptScore W4311407103C194387892 @default.
- W4311407103 hasConceptScore W4311407103C2780451532 @default.
- W4311407103 hasConceptScore W4311407103C2780980858 @default.
- W4311407103 hasConceptScore W4311407103C33923547 @default.
- W4311407103 hasConceptScore W4311407103C41008148 @default.
- W4311407103 hasLocation W43114071031 @default.
- W4311407103 hasOpenAccess W4311407103 @default.
- W4311407103 hasPrimaryLocation W43114071031 @default.
- W4311407103 hasRelatedWork W1987427342 @default.
- W4311407103 hasRelatedWork W2046664307 @default.
- W4311407103 hasRelatedWork W2079688774 @default.
- W4311407103 hasRelatedWork W2950276252 @default.
- W4311407103 hasRelatedWork W2962951952 @default.
- W4311407103 hasRelatedWork W3124715082 @default.
- W4311407103 hasRelatedWork W4298050415 @default.
- W4311407103 hasRelatedWork W804960166 @default.
- W4311407103 hasRelatedWork W2012437081 @default.
- W4311407103 hasRelatedWork W2185110449 @default.
- W4311407103 isParatext "false" @default.
- W4311407103 isRetracted "false" @default.
- W4311407103 workType "article" @default.