outcomeGroup (explore)

outcomeGroup

Full identifier: https://w3id.org/np/RAR2khmcF_GWVfJKlPPxzScR3aU_MqcJbJsIuFVgqD5UU/outcomeGroup

Minted in Nanopublication

PICO Research Question: Federated Learning for Satellite Image Classification: A Scoping Review EffectivenessResearc... PICO comment approve/disapprove edit as derived nanopublication create new with same template

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://data.cochrane.org/ontologies/pico/PICO PICO-based research question .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/sciencelive/o/terms/EffectivenessResearchQuestions

effectiveness research question

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Federated Learning for Satellite Image Classification: A Scoping Review"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://purl.org/dc/terms/description has the description (this is a literal)

"For satellite imagery classification tasks involving multiple data holders, how do federated learning approaches compare to centralized training and independent training in achieving model accuracy while preventing raw data exposure and enabling cross-organizational collaboration?"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://data.cochrane.org/ontologies/pico/population has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../population a population .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../population The population http://purl.org/dc/terms/description has the description (this is a literal)

"Multi-source satellite imagery datasets held by different organizations including space agencies (ESA, NASA, JAXA), commercial providers (Planet, Maxar, Airbus), national mapping agencies, and research institutions, covering applications such as land cover classification, object detection, change monitoring, and disaster response"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://data.cochrane.org/ontologies/pico/interventionGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../interventionGroup an intervention group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../interventionGroup The intervention group http://purl.org/dc/terms/description has the description (this is a literal)

"Federated learning approaches enabling collaborative model training without sharing raw imagery, including horizontal federated learning, vertical federated learning, federated transfer learning, and privacy-enhanced variants with differential privacy or secure aggregation"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://data.cochrane.org/ontologies/pico/comparatorGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../comparatorGroup a comparator group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../comparatorGroup The comparator group http://purl.org/dc/terms/description has the description (this is a literal)

"Centralized training with pooled data, transfer learning from publicly available pre-trained models, independent training without collaboration, and traditional data sharing agreements"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

http://data.cochrane.org/ontologies/pico/outcomeGroup has This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../outcomeGroup an outcome group .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../outcomeGroup The outcome group http://purl.org/dc/terms/description has the description (this is a literal)

"Model accuracy and performance metrics (F1, IoU, mAP), communication efficiency (bandwidth requirements, convergence speed), privacy preservation (data leakage risk, gradient inversion attack resistance), scalability across heterogeneous sensors and resolutions, and practical deployment feasibility"

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAR2khmcF_.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/

Attribution 4.0 International (CC BY 4.0)

https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Anne Fouilloux"

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"PICO Research Question: Federated Learning for Satellite Image Classification: A Scoping Review"

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-01-04T21:19:35.000Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RA5e5XeXy_...

RA5e5XeXy_

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template https://w3id.org/np/RA7lSq6MuK...

RA7lSq6MuK

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RA0J4vUn_d...

RA0J4vUn_d

RAoTD7udB2

RAukAcWHRD

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat

federated-learning-for-satellite-image-classificat

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAosxbitQQzLXi1949Zd9JmSkGfYHHlj/CZZ7iiYs1TrZ5/Jk/wGA7kHEv7f9NtsinOdBo9EtHj/jgHE5W2Vv404JbOAY280PvH5Jns5ObWdVZmtHeCw0ZIdPEqNrurrEweKhzcTJW/YRpYWPwVPo47XyIW6IAcmx6gfdtmdPddMpplqExrP6G99ksXfXlZI0InQtZJRSGK5lYLLNzaofFtupPI5OAAGjooDyHijp0Ap2HIXH6WpO4S44cFPKU34pH2xhIY4/XT5DG1X5UoiVHs2Yoo30BHFudj/kAFwdzcy6Yh4tMDaB3ox6p7pi267d7n0y7kypC0Nt+hfgHQ1FpgwIDAQAB"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"AFLysQtBzzrZe7cEPNh+EptV17cD6iwO1PkwUIA4urN53c1nMgesoXwsq689Sv+XCTlHRlVlBE8zJHfnyA4J0kNZ3aKKASrWdhOq0rwJ7fzRsAoGDmd4gk62S8HL1SVpiDJFxsVK7YZMJmNT5x/Nw3nWLNF6fT61pYEPJYPGsD7pmSHtvES0P8I8DoHdBd2DQ/MCaLVrFSMAV6KgjrEZxjimGNRUhhfGJH30X+8lsttGB44a6zoWd3Kwaaf0nUmPY6T+436gikQhf3mZz5VaRXK5jfh8QLUfGbmNhWmkSvAw/pkIIOdasOOX/PETCjKypLZt+kkmik/bvpz1UxcWFA=="

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAR2khmcF_.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1784-2920

Anne Fouilloux

This is the identifier for this whole nanopublication. https://w3id.org/np/RAR2khmcF_... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

Anne Fouilloux, 4 Jan 2026, 21:19:35 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
https://w3id.org/np/RAR2khmcF_... RAR2khmcF_	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	outcomeGroup	http://purl.org/dc/terms/description description	Model accuracy and performance metrics (F1, IoU, mAP), communication efficiency (bandwidth requirements, convergence speed), privacy preservation (data leakage risk, gradient inversion attack resistance), scalability across heterogeneous sensors and resolutions, and practical deployment feasibility	Anne Fouilloux	2026-01-04T21:19:35.000Z
https://w3id.org/np/RAR2khmcF_... RAR2khmcF_	links a nanopublication to its assertion http://www.nanopub.org/nschema#hasAssertion assertion	https://w3id.org/np/RAR2khmcF_...or-satellite-image-classificat federated-learning-for-satellite-image-classificat	http://data.cochrane.org/ontologies/pico/outcomeGroup outcomeGroup	outcomeGroup	Anne Fouilloux	2026-01-04T21:19:35.000Z

Raw

TriG(txt), JSON-LD(txt), N-Quads(txt), XML(txt)