FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3141489350> ?p ?o ?g. }

• W3141489350 abstract "We consider the setting where the nodes of an undirected, connected network collaborate to solve a shared objective modeled as the sum of smooth functions. We assume that each summand is privately known by a unique node. NEAR-DGD is a distributed first order method which permits adjusting the amount of communication between nodes relative to the amount of computation performed locally in order to balance convergence accuracy and total application cost. In this work, we generalize the convergence properties of a variant of NEAR-DGD from the strongly convex to the nonconvex case. Under mild assumptions, we show convergence to minimizers of a custom Lyapunov function. Moreover, we demonstrate that the gap between those minimizers and the second order stationary solutions of the original problem can become arbitrarily small depending on the choice of algorithm parameters. Finally, we accompany our theoretical analysis with a numerical experiment to evaluate the empirical performance of NEAR-DGD in the nonconvex setting." @default.
• W3141489350 created "2021-04-13" @default.
• W3141489350 creator A5046688950 @default.
• W3141489350 creator A5085511405 @default.
• W3141489350 date "2021-03-25" @default.
• W3141489350 modified "2023-09-25" @default.
• W3141489350 title "On the Convergence of NEAR-DGD for Nonconvex Optimization with Second Order Guarantees" @default.
• W3141489350 cites W1571416372 @default.
• W3141489350 cites W1804110266 @default.
• W3141489350 cites W1967138577 @default.
• W3141489350 cites W2078853581 @default.
• W3141489350 cites W2129732816 @default.
• W3141489350 cites W2151685478 @default.
• W3141489350 cites W2266148951 @default.
• W3141489350 cites W2789243870 @default.
• W3141489350 cites W2795577721 @default.
• W3141489350 cites W2803702329 @default.
• W3141489350 cites W2892002891 @default.
• W3141489350 cites W2915116423 @default.
• W3141489350 cites W2962970367 @default.
• W3141489350 cites W2963228337 @default.
• W3141489350 cites W2963649943 @default.
• W3141489350 cites W2963755123 @default.
• W3141489350 cites W2964026281 @default.
• W3141489350 cites W2964120262 @default.
• W3141489350 cites W2964137440 @default.
• W3141489350 cites W2964305565 @default.
• W3141489350 cites W2993488539 @default.
• W3141489350 cites W3035647850 @default.
• W3141489350 cites W3036676950 @default.
• W3141489350 cites W3048505912 @default.
• W3141489350 cites W3048790388 @default.
• W3141489350 cites W3093673559 @default.
• W3141489350 cites W3100513551 @default.
• W3141489350 doi "https://doi.org/10.48550/arxiv.2103.14233" @default.
• W3141489350 hasPublicationYear "2021" @default.
• W3141489350 type Work @default.
• W3141489350 sameAs 3141489350 @default.
• W3141489350 citedByCount "0" @default.
• W3141489350 crossrefType "posted-content" @default.
• W3141489350 hasAuthorship W3141489350A5046688950 @default.
• W3141489350 hasAuthorship W3141489350A5085511405 @default.
• W3141489350 hasBestOaLocation W31414893501 @default.
• W3141489350 hasConcept C10138342 @default.
• W3141489350 hasConcept C112680207 @default.
• W3141489350 hasConcept C11413529 @default.
• W3141489350 hasConcept C121332964 @default.
• W3141489350 hasConcept C126255220 @default.
• W3141489350 hasConcept C127413603 @default.
• W3141489350 hasConcept C14036430 @default.
• W3141489350 hasConcept C145446738 @default.
• W3141489350 hasConcept C158622935 @default.
• W3141489350 hasConcept C162324750 @default.
• W3141489350 hasConcept C182306322 @default.
• W3141489350 hasConcept C2524010 @default.
• W3141489350 hasConcept C2777303404 @default.
• W3141489350 hasConcept C28826006 @default.
• W3141489350 hasConcept C33923547 @default.
• W3141489350 hasConcept C41008148 @default.
• W3141489350 hasConcept C45374587 @default.
• W3141489350 hasConcept C50522688 @default.
• W3141489350 hasConcept C60640748 @default.
• W3141489350 hasConcept C62520636 @default.
• W3141489350 hasConcept C62611344 @default.
• W3141489350 hasConcept C66938386 @default.
• W3141489350 hasConcept C78458016 @default.
• W3141489350 hasConcept C86803240 @default.
• W3141489350 hasConceptScore W3141489350C10138342 @default.
• W3141489350 hasConceptScore W3141489350C112680207 @default.
• W3141489350 hasConceptScore W3141489350C11413529 @default.
• W3141489350 hasConceptScore W3141489350C121332964 @default.
• W3141489350 hasConceptScore W3141489350C126255220 @default.
• W3141489350 hasConceptScore W3141489350C127413603 @default.
• W3141489350 hasConceptScore W3141489350C14036430 @default.
• W3141489350 hasConceptScore W3141489350C145446738 @default.
• W3141489350 hasConceptScore W3141489350C158622935 @default.
• W3141489350 hasConceptScore W3141489350C162324750 @default.
• W3141489350 hasConceptScore W3141489350C182306322 @default.
• W3141489350 hasConceptScore W3141489350C2524010 @default.
• W3141489350 hasConceptScore W3141489350C2777303404 @default.
• W3141489350 hasConceptScore W3141489350C28826006 @default.
• W3141489350 hasConceptScore W3141489350C33923547 @default.
• W3141489350 hasConceptScore W3141489350C41008148 @default.
• W3141489350 hasConceptScore W3141489350C45374587 @default.
• W3141489350 hasConceptScore W3141489350C50522688 @default.
• W3141489350 hasConceptScore W3141489350C60640748 @default.
• W3141489350 hasConceptScore W3141489350C62520636 @default.
• W3141489350 hasConceptScore W3141489350C62611344 @default.
• W3141489350 hasConceptScore W3141489350C66938386 @default.
• W3141489350 hasConceptScore W3141489350C78458016 @default.
• W3141489350 hasConceptScore W3141489350C86803240 @default.
• W3141489350 hasLocation W31414893501 @default.
• W3141489350 hasOpenAccess W3141489350 @default.
• W3141489350 hasPrimaryLocation W31414893501 @default.
• W3141489350 hasRelatedWork W155907238 @default.
• W3141489350 hasRelatedWork W2113250618 @default.
• W3141489350 hasRelatedWork W2390714398 @default.
• W3141489350 hasRelatedWork W2527627977 @default.
• W3141489350 hasRelatedWork W2953109382 @default.
• W3141489350 hasRelatedWork W2964292172 @default.

• next