Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386876165> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4386876165 abstract "In the industrial technology domain, mathematical optimization is crucial with its applications seen in areas like transportation engineering, robotics, and machine learning. With the growth in data volume, there's an increased demand for solutions to large-scale challenges, leading to the rise of distributed optimization. This approach involves decentralized devices working collectively to achieve system objectives. The focus of the study is on distributed consensus optimization concerning convex set constraints in networks. The paper introduces the self-adaptive Projection-based Prediction-Correction Method (PPCM), inspired by the proximal method and integrated with variational inequality. PPCM stands out as a contractive method characterized by impressive convergence properties. Its decentralized nature also fits networked settings aptly. Also the parameter selection is simple and clear, without the hassle of parameter tuning. A thorough theoretical evaluation confirms PPCM's effectiveness. Upon applying the method to distributed linear least squares problems, it manifested a performance superiority, registering an enhancement exceeding 55% compared to Python's built-in functions. Overall, the research provides a robust distributed optimization technique with significant theoretical and practical benefits." @default.
- W4386876165 created "2023-09-20" @default.
- W4386876165 creator A5031397811 @default.
- W4386876165 date "2023-09-18" @default.
- W4386876165 modified "2023-09-27" @default.
- W4386876165 title "Projection-based Prediction-Correction Method for Distributed Consensus Optimization" @default.
- W4386876165 doi "https://doi.org/10.48550/arxiv.2309.09819" @default.
- W4386876165 hasPublicationYear "2023" @default.
- W4386876165 type Work @default.
- W4386876165 citedByCount "0" @default.
- W4386876165 crossrefType "posted-content" @default.
- W4386876165 hasAuthorship W4386876165A5031397811 @default.
- W4386876165 hasBestOaLocation W43868761651 @default.
- W4386876165 hasConcept C111919701 @default.
- W4386876165 hasConcept C112680207 @default.
- W4386876165 hasConcept C11413529 @default.
- W4386876165 hasConcept C120665830 @default.
- W4386876165 hasConcept C121332964 @default.
- W4386876165 hasConcept C126255220 @default.
- W4386876165 hasConcept C134306372 @default.
- W4386876165 hasConcept C137836250 @default.
- W4386876165 hasConcept C154945302 @default.
- W4386876165 hasConcept C162324750 @default.
- W4386876165 hasConcept C192209626 @default.
- W4386876165 hasConcept C2524010 @default.
- W4386876165 hasConcept C2777303404 @default.
- W4386876165 hasConcept C33923547 @default.
- W4386876165 hasConcept C36503486 @default.
- W4386876165 hasConcept C41008148 @default.
- W4386876165 hasConcept C50522688 @default.
- W4386876165 hasConcept C519991488 @default.
- W4386876165 hasConcept C57493831 @default.
- W4386876165 hasConceptScore W4386876165C111919701 @default.
- W4386876165 hasConceptScore W4386876165C112680207 @default.
- W4386876165 hasConceptScore W4386876165C11413529 @default.
- W4386876165 hasConceptScore W4386876165C120665830 @default.
- W4386876165 hasConceptScore W4386876165C121332964 @default.
- W4386876165 hasConceptScore W4386876165C126255220 @default.
- W4386876165 hasConceptScore W4386876165C134306372 @default.
- W4386876165 hasConceptScore W4386876165C137836250 @default.
- W4386876165 hasConceptScore W4386876165C154945302 @default.
- W4386876165 hasConceptScore W4386876165C162324750 @default.
- W4386876165 hasConceptScore W4386876165C192209626 @default.
- W4386876165 hasConceptScore W4386876165C2524010 @default.
- W4386876165 hasConceptScore W4386876165C2777303404 @default.
- W4386876165 hasConceptScore W4386876165C33923547 @default.
- W4386876165 hasConceptScore W4386876165C36503486 @default.
- W4386876165 hasConceptScore W4386876165C41008148 @default.
- W4386876165 hasConceptScore W4386876165C50522688 @default.
- W4386876165 hasConceptScore W4386876165C519991488 @default.
- W4386876165 hasConceptScore W4386876165C57493831 @default.
- W4386876165 hasLocation W43868761651 @default.
- W4386876165 hasOpenAccess W4386876165 @default.
- W4386876165 hasPrimaryLocation W43868761651 @default.
- W4386876165 hasRelatedWork W1584420410 @default.
- W4386876165 hasRelatedWork W2015192756 @default.
- W4386876165 hasRelatedWork W2327204559 @default.
- W4386876165 hasRelatedWork W2587671147 @default.
- W4386876165 hasRelatedWork W2589063463 @default.
- W4386876165 hasRelatedWork W2623240261 @default.
- W4386876165 hasRelatedWork W2623347760 @default.
- W4386876165 hasRelatedWork W3109616988 @default.
- W4386876165 hasRelatedWork W3129254793 @default.
- W4386876165 hasRelatedWork W4287588948 @default.
- W4386876165 isParatext "false" @default.
- W4386876165 isRetracted "false" @default.
- W4386876165 workType "article" @default.