Matches in SemOpenAlex for { <https://semopenalex.org/work/W2901256196> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W2901256196 abstract "Distributed machine learning (ML) is a modern computation paradigm that divides its workload into independent tasks that can be simultaneously achieved by multiple machines (i.e., agents) for better scalability. However, a typical distributed system is usually implemented with a central server that collects data statistics from multiple independent machines operating on different subsets of data to build a global analytic model. This centralized communication architecture however exposes a single choke point for operational failure and places severe bottlenecks on the server's communication and computation capacities as it has to process a growing volume of communication from a crowd of learning agents. To mitigate these bottlenecks, this paper introduces a novel Collective Online Learning Gaussian Process framework for massive distributed systems that allows each agent to build its local model, which can be exchanged and combined efficiently with others via peer-to-peer communication to converge on a global model of higher quality. Finally, our empirical results consistently demonstrate the efficiency of our framework on both synthetic and real-world datasets." @default.
- W2901256196 created "2018-11-29" @default.
- W2901256196 creator A5000488342 @default.
- W2901256196 creator A5011665886 @default.
- W2901256196 creator A5026666893 @default.
- W2901256196 creator A5035602232 @default.
- W2901256196 date "2018-05-23" @default.
- W2901256196 modified "2023-09-27" @default.
- W2901256196 title "Collective Online Learning of Gaussian Processes in Massive Multi-Agent Systems" @default.
- W2901256196 hasPublicationYear "2018" @default.
- W2901256196 type Work @default.
- W2901256196 sameAs 2901256196 @default.
- W2901256196 citedByCount "0" @default.
- W2901256196 crossrefType "posted-content" @default.
- W2901256196 hasAuthorship W2901256196A5000488342 @default.
- W2901256196 hasAuthorship W2901256196A5011665886 @default.
- W2901256196 hasAuthorship W2901256196A5026666893 @default.
- W2901256196 hasAuthorship W2901256196A5035602232 @default.
- W2901256196 hasConcept C111919701 @default.
- W2901256196 hasConcept C11413529 @default.
- W2901256196 hasConcept C120314980 @default.
- W2901256196 hasConcept C121332964 @default.
- W2901256196 hasConcept C154945302 @default.
- W2901256196 hasConcept C163716315 @default.
- W2901256196 hasConcept C165136773 @default.
- W2901256196 hasConcept C2778476105 @default.
- W2901256196 hasConcept C41008148 @default.
- W2901256196 hasConcept C45374587 @default.
- W2901256196 hasConcept C48044578 @default.
- W2901256196 hasConcept C61326573 @default.
- W2901256196 hasConcept C62520636 @default.
- W2901256196 hasConcept C77088390 @default.
- W2901256196 hasConcept C98045186 @default.
- W2901256196 hasConceptScore W2901256196C111919701 @default.
- W2901256196 hasConceptScore W2901256196C11413529 @default.
- W2901256196 hasConceptScore W2901256196C120314980 @default.
- W2901256196 hasConceptScore W2901256196C121332964 @default.
- W2901256196 hasConceptScore W2901256196C154945302 @default.
- W2901256196 hasConceptScore W2901256196C163716315 @default.
- W2901256196 hasConceptScore W2901256196C165136773 @default.
- W2901256196 hasConceptScore W2901256196C2778476105 @default.
- W2901256196 hasConceptScore W2901256196C41008148 @default.
- W2901256196 hasConceptScore W2901256196C45374587 @default.
- W2901256196 hasConceptScore W2901256196C48044578 @default.
- W2901256196 hasConceptScore W2901256196C61326573 @default.
- W2901256196 hasConceptScore W2901256196C62520636 @default.
- W2901256196 hasConceptScore W2901256196C77088390 @default.
- W2901256196 hasConceptScore W2901256196C98045186 @default.
- W2901256196 hasLocation W29012561961 @default.
- W2901256196 hasOpenAccess W2901256196 @default.
- W2901256196 hasPrimaryLocation W29012561961 @default.
- W2901256196 hasRelatedWork W1992803411 @default.
- W2901256196 hasRelatedWork W2471469549 @default.
- W2901256196 hasRelatedWork W2590071134 @default.
- W2901256196 hasRelatedWork W2592124219 @default.
- W2901256196 hasRelatedWork W2803846182 @default.
- W2901256196 hasRelatedWork W2901161862 @default.
- W2901256196 hasRelatedWork W2905255852 @default.
- W2901256196 hasRelatedWork W2909323034 @default.
- W2901256196 hasRelatedWork W2918828872 @default.
- W2901256196 hasRelatedWork W2945433136 @default.
- W2901256196 hasRelatedWork W2975942746 @default.
- W2901256196 hasRelatedWork W2982592664 @default.
- W2901256196 hasRelatedWork W3010197674 @default.
- W2901256196 hasRelatedWork W3011123158 @default.
- W2901256196 hasRelatedWork W3014693334 @default.
- W2901256196 hasRelatedWork W3164522852 @default.
- W2901256196 hasRelatedWork W3176951782 @default.
- W2901256196 hasRelatedWork W3201964043 @default.
- W2901256196 hasRelatedWork W3204105474 @default.
- W2901256196 hasRelatedWork W3209080999 @default.
- W2901256196 isParatext "false" @default.
- W2901256196 isRetracted "false" @default.
- W2901256196 magId "2901256196" @default.
- W2901256196 workType "article" @default.