FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2950291451> ?p ?o ?g. }

• W2950291451 abstract "We establish a data-dependent notion of algorithmic stability for Stochastic Gradient Descent (SGD), and employ it to develop novel generalization bounds. This is in contrast to previous distribution-free algorithmic stability results for SGD which depend on the worst-case constants. By virtue of the data-dependent argument, our bounds provide new insights into learning with SGD on convex and non-convex problems. In the convex case, we show that the bound on the generalization error depends on the risk at the initialization point. In the non-convex case, we prove that the expected curvature of the objective function around the initialization point has crucial influence on the generalization error. In both cases, our results suggest a simple data-driven strategy to stabilize SGD by pre-screening its initialization. As a corollary, our results allow us to show optimistic generalization bounds that exhibit fast convergence rates for SGD subject to a vanishing empirical risk and low noise of stochastic gradient." @default.
• W2950291451 created "2019-06-27" @default.
• W2950291451 creator A5041854594 @default.
• W2950291451 creator A5068085751 @default.
• W2950291451 date "2017-03-05" @default.
• W2950291451 modified "2023-09-24" @default.
• W2950291451 title "Data-Dependent Stability of Stochastic Gradient Descent" @default.
• W2950291451 cites W1842094663 @default.
• W2950291451 cites W1899249567 @default.
• W2950291451 cites W1913920913 @default.
• W2950291451 cites W2006903949 @default.
• W2950291451 cites W2013044826 @default.
• W2950291451 cites W2121358800 @default.
• W2950291451 cites W2131542408 @default.
• W2950291451 cites W2137207609 @default.
• W2950291451 cites W2139338362 @default.
• W2950291451 cites W2160943791 @default.
• W2950291451 cites W2189962665 @default.
• W2950291451 cites W2301983558 @default.
• W2950291451 cites W2304667012 @default.
• W2950291451 cites W2342750929 @default.
• W2950291451 cites W2509517678 @default.
• W2950291451 cites W2557283755 @default.
• W2950291451 cites W2578732588 @default.
• W2950291451 cites W27434444 @default.
• W2950291451 cites W2912811302 @default.
• W2950291451 cites W2949395086 @default.
• W2950291451 cites W2950754708 @default.
• W2950291451 cites W2963446085 @default.
• W2950291451 cites W2963794891 @default.
• W2950291451 cites W2963959597 @default.
• W2950291451 cites W2964106499 @default.
• W2950291451 cites W3093329015 @default.
• W2950291451 cites W3112350859 @default.
• W2950291451 cites W3137695714 @default.
• W2950291451 cites W568673721 @default.
• W2950291451 hasPublicationYear "2017" @default.
• W2950291451 type Work @default.
• W2950291451 sameAs 2950291451 @default.
• W2950291451 citedByCount "14" @default.
• W2950291451 countsByYear W29502914512017 @default.
• W2950291451 countsByYear W29502914512018 @default.
• W2950291451 countsByYear W29502914512019 @default.
• W2950291451 countsByYear W29502914512020 @default.
• W2950291451 countsByYear W29502914512021 @default.
• W2950291451 crossrefType "posted-content" @default.
• W2950291451 hasAuthorship W2950291451A5041854594 @default.
• W2950291451 hasAuthorship W2950291451A5068085751 @default.
• W2950291451 hasConcept C112680207 @default.
• W2950291451 hasConcept C112972136 @default.
• W2950291451 hasConcept C114466953 @default.
• W2950291451 hasConcept C114614502 @default.
• W2950291451 hasConcept C119857082 @default.
• W2950291451 hasConcept C126255220 @default.
• W2950291451 hasConcept C134306372 @default.
• W2950291451 hasConcept C145446738 @default.
• W2950291451 hasConcept C153258448 @default.
• W2950291451 hasConcept C154945302 @default.
• W2950291451 hasConcept C177148314 @default.
• W2950291451 hasConcept C195065555 @default.
• W2950291451 hasConcept C199360897 @default.
• W2950291451 hasConcept C206688291 @default.
• W2950291451 hasConcept C2524010 @default.
• W2950291451 hasConcept C2780012671 @default.
• W2950291451 hasConcept C28826006 @default.
• W2950291451 hasConcept C33923547 @default.
• W2950291451 hasConcept C41008148 @default.
• W2950291451 hasConcept C50644808 @default.
• W2950291451 hasConceptScore W2950291451C112680207 @default.
• W2950291451 hasConceptScore W2950291451C112972136 @default.
• W2950291451 hasConceptScore W2950291451C114466953 @default.
• W2950291451 hasConceptScore W2950291451C114614502 @default.
• W2950291451 hasConceptScore W2950291451C119857082 @default.
• W2950291451 hasConceptScore W2950291451C126255220 @default.
• W2950291451 hasConceptScore W2950291451C134306372 @default.
• W2950291451 hasConceptScore W2950291451C145446738 @default.
• W2950291451 hasConceptScore W2950291451C153258448 @default.
• W2950291451 hasConceptScore W2950291451C154945302 @default.
• W2950291451 hasConceptScore W2950291451C177148314 @default.
• W2950291451 hasConceptScore W2950291451C195065555 @default.
• W2950291451 hasConceptScore W2950291451C199360897 @default.
• W2950291451 hasConceptScore W2950291451C206688291 @default.
• W2950291451 hasConceptScore W2950291451C2524010 @default.
• W2950291451 hasConceptScore W2950291451C2780012671 @default.
• W2950291451 hasConceptScore W2950291451C28826006 @default.
• W2950291451 hasConceptScore W2950291451C33923547 @default.
• W2950291451 hasConceptScore W2950291451C41008148 @default.
• W2950291451 hasConceptScore W2950291451C50644808 @default.
• W2950291451 hasLocation W29502914511 @default.
• W2950291451 hasOpenAccess W2950291451 @default.
• W2950291451 hasPrimaryLocation W29502914511 @default.
• W2950291451 hasRelatedWork W1516903196 @default.
• W2950291451 hasRelatedWork W1545769245 @default.
• W2950291451 hasRelatedWork W1708022953 @default.
• W2950291451 hasRelatedWork W1811750039 @default.
• W2950291451 hasRelatedWork W2139338362 @default.
• W2950291451 hasRelatedWork W2521454744 @default.
• W2950291451 hasRelatedWork W2575340414 @default.
• W2950291451 hasRelatedWork W2604451472 @default.
• W2950291451 hasRelatedWork W2643255885 @default.

• next