FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3164394041> ?p ?o ?g. }

• W3164394041 abstract "The amount of biomedical data continues to grow rapidly. However, the ability to analyze these data is limited due to privacy and regulatory concerns. Machine learning approaches that require data to be copied to a single location are hampered by the challenges of data sharing. Federated Learning is a promising approach to learn a joint model over data silos. This architecture does not share any subject data across sites, only aggregated parameters, often in encrypted environments, thus satisfying privacy and regulatory requirements. Here, we describe our Federated Learning architecture and training policies. We demonstrate our approach on a brain age prediction model on structural MRI scans distributed across multiple sites with diverse amounts of data and subject (age) distributions. In these heterogeneous environments, our Semi-Synchronous protocol provides faster convergence." @default.
• W3164394041 created "2021-06-07" @default.
• W3164394041 creator A5003523497 @default.
• W3164394041 creator A5015466855 @default.
• W3164394041 creator A5028526028 @default.
• W3164394041 creator A5033175043 @default.
• W3164394041 date "2021-04-13" @default.
• W3164394041 modified "2023-10-11" @default.
• W3164394041 title "Scaling Neuroscience Research Using Federated Learning" @default.
• W3164394041 cites W2473418344 @default.
• W3164394041 cites W2517148812 @default.
• W3164394041 cites W2522628945 @default.
• W3164394041 cites W2579617530 @default.
• W3164394041 cites W2606065148 @default.
• W3164394041 cites W2797870998 @default.
• W3164394041 cites W2912213068 @default.
• W3164394041 cites W2963183964 @default.
• W3164394041 cites W2970885630 @default.
• W3164394041 cites W2979637109 @default.
• W3164394041 cites W3040685212 @default.
• W3164394041 cites W3086590218 @default.
• W3164394041 doi "https://doi.org/10.1109/isbi48211.2021.9433925" @default.
• W3164394041 hasPublicationYear "2021" @default.
• W3164394041 type Work @default.
• W3164394041 sameAs 3164394041 @default.
• W3164394041 citedByCount "10" @default.
• W3164394041 countsByYear W31643940412021 @default.
• W3164394041 countsByYear W31643940412022 @default.
• W3164394041 countsByYear W31643940412023 @default.
• W3164394041 crossrefType "proceedings-article" @default.
• W3164394041 hasAuthorship W3164394041A5003523497 @default.
• W3164394041 hasAuthorship W3164394041A5015466855 @default.
• W3164394041 hasAuthorship W3164394041A5028526028 @default.
• W3164394041 hasAuthorship W3164394041A5033175043 @default.
• W3164394041 hasBestOaLocation W31643940412 @default.
• W3164394041 hasConcept C119857082 @default.
• W3164394041 hasConcept C123201435 @default.
• W3164394041 hasConcept C123657996 @default.
• W3164394041 hasConcept C142362112 @default.
• W3164394041 hasConcept C142724271 @default.
• W3164394041 hasConcept C148730421 @default.
• W3164394041 hasConcept C153349607 @default.
• W3164394041 hasConcept C154945302 @default.
• W3164394041 hasConcept C15744967 @default.
• W3164394041 hasConcept C162324750 @default.
• W3164394041 hasConcept C19417346 @default.
• W3164394041 hasConcept C204787440 @default.
• W3164394041 hasConcept C2522767166 @default.
• W3164394041 hasConcept C2777303404 @default.
• W3164394041 hasConcept C2779582901 @default.
• W3164394041 hasConcept C2779965156 @default.
• W3164394041 hasConcept C2780385302 @default.
• W3164394041 hasConcept C2992525071 @default.
• W3164394041 hasConcept C38652104 @default.
• W3164394041 hasConcept C41008148 @default.
• W3164394041 hasConcept C50522688 @default.
• W3164394041 hasConcept C67186912 @default.
• W3164394041 hasConcept C71924100 @default.
• W3164394041 hasConcept C77088390 @default.
• W3164394041 hasConceptScore W3164394041C119857082 @default.
• W3164394041 hasConceptScore W3164394041C123201435 @default.
• W3164394041 hasConceptScore W3164394041C123657996 @default.
• W3164394041 hasConceptScore W3164394041C142362112 @default.
• W3164394041 hasConceptScore W3164394041C142724271 @default.
• W3164394041 hasConceptScore W3164394041C148730421 @default.
• W3164394041 hasConceptScore W3164394041C153349607 @default.
• W3164394041 hasConceptScore W3164394041C154945302 @default.
• W3164394041 hasConceptScore W3164394041C15744967 @default.
• W3164394041 hasConceptScore W3164394041C162324750 @default.
• W3164394041 hasConceptScore W3164394041C19417346 @default.
• W3164394041 hasConceptScore W3164394041C204787440 @default.
• W3164394041 hasConceptScore W3164394041C2522767166 @default.
• W3164394041 hasConceptScore W3164394041C2777303404 @default.
• W3164394041 hasConceptScore W3164394041C2779582901 @default.
• W3164394041 hasConceptScore W3164394041C2779965156 @default.
• W3164394041 hasConceptScore W3164394041C2780385302 @default.
• W3164394041 hasConceptScore W3164394041C2992525071 @default.
• W3164394041 hasConceptScore W3164394041C38652104 @default.
• W3164394041 hasConceptScore W3164394041C41008148 @default.
• W3164394041 hasConceptScore W3164394041C50522688 @default.
• W3164394041 hasConceptScore W3164394041C67186912 @default.
• W3164394041 hasConceptScore W3164394041C71924100 @default.
• W3164394041 hasConceptScore W3164394041C77088390 @default.
• W3164394041 hasFunder F4320332161 @default.
• W3164394041 hasLocation W31643940411 @default.
• W3164394041 hasLocation W31643940412 @default.
• W3164394041 hasOpenAccess W3164394041 @default.
• W3164394041 hasPrimaryLocation W31643940411 @default.
• W3164394041 hasRelatedWork W2974429275 @default.
• W3164394041 hasRelatedWork W2994947228 @default.
• W3164394041 hasRelatedWork W3158928200 @default.
• W3164394041 hasRelatedWork W3173159171 @default.
• W3164394041 hasRelatedWork W3197141964 @default.
• W3164394041 hasRelatedWork W4206508980 @default.
• W3164394041 hasRelatedWork W4318621080 @default.
• W3164394041 hasRelatedWork W4366307888 @default.
• W3164394041 hasRelatedWork W4367016372 @default.
• W3164394041 hasRelatedWork W4386323726 @default.
• W3164394041 isParatext "false" @default.
• W3164394041 isRetracted "false" @default.

• next