Matches in SemOpenAlex for { <https://semopenalex.org/work/W2896521712> ?p ?o ?g. }
- W2896521712 abstract "We study Stochastic Gradient Descent (SGD) with diminishing step sizes for convex objective functions. We introduce a definitional framework and theory that defines and characterizes a core property, called curvature, of convex objective functions. In terms of curvature we can derive a new inequality that can be used to compute an optimal sequence of diminishing step sizes by solving a differential equation. Our exact solutions confirm known results in literature and allows us to fully characterize a new regularizer with its corresponding expected convergence rates." @default.
- W2896521712 created "2018-10-26" @default.
- W2896521712 creator A5036688203 @default.
- W2896521712 creator A5049043092 @default.
- W2896521712 creator A5061545468 @default.
- W2896521712 creator A5075756968 @default.
- W2896521712 date "2018-10-09" @default.
- W2896521712 modified "2023-09-23" @default.
- W2896521712 title "Characterization of Convex Objective Functions and Optimal Expected Convergence Rates for SGD" @default.
- W2896521712 cites W1505731132 @default.
- W2896521712 cites W1554944419 @default.
- W2896521712 cites W1916951228 @default.
- W2896521712 cites W1992208280 @default.
- W2896521712 cites W1994616650 @default.
- W2896521712 cites W2019408198 @default.
- W2896521712 cites W2105875671 @default.
- W2896521712 cites W2107438106 @default.
- W2896521712 cites W2126607811 @default.
- W2896521712 cites W2134130436 @default.
- W2896521712 cites W2185642786 @default.
- W2896521712 cites W2436219157 @default.
- W2896521712 cites W2559932663 @default.
- W2896521712 cites W2753969545 @default.
- W2896521712 cites W2912205739 @default.
- W2896521712 cites W2952215077 @default.
- W2896521712 cites W2962696654 @default.
- W2896521712 cites W2962826994 @default.
- W2896521712 cites W2962883515 @default.
- W2896521712 cites W2963156201 @default.
- W2896521712 cites W2963335821 @default.
- W2896521712 cites W2963353224 @default.
- W2896521712 cites W2963965485 @default.
- W2896521712 cites W3141595720 @default.
- W2896521712 cites W836608889 @default.
- W2896521712 hasPublicationYear "2018" @default.
- W2896521712 type Work @default.
- W2896521712 sameAs 2896521712 @default.
- W2896521712 citedByCount "1" @default.
- W2896521712 countsByYear W28965217122019 @default.
- W2896521712 crossrefType "posted-content" @default.
- W2896521712 hasAuthorship W2896521712A5036688203 @default.
- W2896521712 hasAuthorship W2896521712A5049043092 @default.
- W2896521712 hasAuthorship W2896521712A5061545468 @default.
- W2896521712 hasAuthorship W2896521712A5075756968 @default.
- W2896521712 hasConcept C112680207 @default.
- W2896521712 hasConcept C119857082 @default.
- W2896521712 hasConcept C126255220 @default.
- W2896521712 hasConcept C145446738 @default.
- W2896521712 hasConcept C162324750 @default.
- W2896521712 hasConcept C171250308 @default.
- W2896521712 hasConcept C192562407 @default.
- W2896521712 hasConcept C195065555 @default.
- W2896521712 hasConcept C206688291 @default.
- W2896521712 hasConcept C2524010 @default.
- W2896521712 hasConcept C26517878 @default.
- W2896521712 hasConcept C2777303404 @default.
- W2896521712 hasConcept C2778112365 @default.
- W2896521712 hasConcept C2780841128 @default.
- W2896521712 hasConcept C28826006 @default.
- W2896521712 hasConcept C33923547 @default.
- W2896521712 hasConcept C38652104 @default.
- W2896521712 hasConcept C41008148 @default.
- W2896521712 hasConcept C50522688 @default.
- W2896521712 hasConcept C50644808 @default.
- W2896521712 hasConcept C54355233 @default.
- W2896521712 hasConcept C57869625 @default.
- W2896521712 hasConcept C86803240 @default.
- W2896521712 hasConceptScore W2896521712C112680207 @default.
- W2896521712 hasConceptScore W2896521712C119857082 @default.
- W2896521712 hasConceptScore W2896521712C126255220 @default.
- W2896521712 hasConceptScore W2896521712C145446738 @default.
- W2896521712 hasConceptScore W2896521712C162324750 @default.
- W2896521712 hasConceptScore W2896521712C171250308 @default.
- W2896521712 hasConceptScore W2896521712C192562407 @default.
- W2896521712 hasConceptScore W2896521712C195065555 @default.
- W2896521712 hasConceptScore W2896521712C206688291 @default.
- W2896521712 hasConceptScore W2896521712C2524010 @default.
- W2896521712 hasConceptScore W2896521712C26517878 @default.
- W2896521712 hasConceptScore W2896521712C2777303404 @default.
- W2896521712 hasConceptScore W2896521712C2778112365 @default.
- W2896521712 hasConceptScore W2896521712C2780841128 @default.
- W2896521712 hasConceptScore W2896521712C28826006 @default.
- W2896521712 hasConceptScore W2896521712C33923547 @default.
- W2896521712 hasConceptScore W2896521712C38652104 @default.
- W2896521712 hasConceptScore W2896521712C41008148 @default.
- W2896521712 hasConceptScore W2896521712C50522688 @default.
- W2896521712 hasConceptScore W2896521712C50644808 @default.
- W2896521712 hasConceptScore W2896521712C54355233 @default.
- W2896521712 hasConceptScore W2896521712C57869625 @default.
- W2896521712 hasConceptScore W2896521712C86803240 @default.
- W2896521712 hasLocation W28965217121 @default.
- W2896521712 hasOpenAccess W2896521712 @default.
- W2896521712 hasPrimaryLocation W28965217121 @default.
- W2896521712 hasRelatedWork W1697075315 @default.
- W2896521712 hasRelatedWork W2171830216 @default.
- W2896521712 hasRelatedWork W2198227614 @default.
- W2896521712 hasRelatedWork W2521475172 @default.
- W2896521712 hasRelatedWork W2559033363 @default.
- W2896521712 hasRelatedWork W2783256398 @default.
- W2896521712 hasRelatedWork W2790417304 @default.