Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287267410> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4287267410 abstract "Tree-based models are among the most efficient machine learning techniques for data mining nowadays due to their accuracy, interpretability, and simplicity. The recent orthogonal needs for more data and privacy protection call for collaborative privacy-preserving solutions. In this work, we survey the literature on distributed and privacy-preserving training of tree-based models and we systematize its knowledge based on four axes: the learning algorithm, the collaborative model, the protection mechanism, and the threat model. We use this to identify the strengths and limitations of these works and provide for the first time a framework analyzing the information leakage occurring in distributed tree-based model learning." @default.
- W4287267410 created "2022-07-25" @default.
- W4287267410 creator A5072336168 @default.
- W4287267410 creator A5080497445 @default.
- W4287267410 creator A5089763199 @default.
- W4287267410 creator A5090656212 @default.
- W4287267410 date "2021-03-16" @default.
- W4287267410 modified "2023-10-16" @default.
- W4287267410 title "SoK: Privacy-Preserving Collaborative Tree-based Model Learning" @default.
- W4287267410 doi "https://doi.org/10.48550/arxiv.2103.08987" @default.
- W4287267410 hasPublicationYear "2021" @default.
- W4287267410 type Work @default.
- W4287267410 citedByCount "0" @default.
- W4287267410 crossrefType "posted-content" @default.
- W4287267410 hasAuthorship W4287267410A5072336168 @default.
- W4287267410 hasAuthorship W4287267410A5080497445 @default.
- W4287267410 hasAuthorship W4287267410A5089763199 @default.
- W4287267410 hasAuthorship W4287267410A5090656212 @default.
- W4287267410 hasBestOaLocation W42872674101 @default.
- W4287267410 hasConcept C111472728 @default.
- W4287267410 hasConcept C113174947 @default.
- W4287267410 hasConcept C119857082 @default.
- W4287267410 hasConcept C123201435 @default.
- W4287267410 hasConcept C124101348 @default.
- W4287267410 hasConcept C134306372 @default.
- W4287267410 hasConcept C138020889 @default.
- W4287267410 hasConcept C138885662 @default.
- W4287267410 hasConcept C154945302 @default.
- W4287267410 hasConcept C2776372474 @default.
- W4287267410 hasConcept C2781067378 @default.
- W4287267410 hasConcept C3017597292 @default.
- W4287267410 hasConcept C33923547 @default.
- W4287267410 hasConcept C38652104 @default.
- W4287267410 hasConcept C41008148 @default.
- W4287267410 hasConcept C56739046 @default.
- W4287267410 hasConcept C84525736 @default.
- W4287267410 hasConceptScore W4287267410C111472728 @default.
- W4287267410 hasConceptScore W4287267410C113174947 @default.
- W4287267410 hasConceptScore W4287267410C119857082 @default.
- W4287267410 hasConceptScore W4287267410C123201435 @default.
- W4287267410 hasConceptScore W4287267410C124101348 @default.
- W4287267410 hasConceptScore W4287267410C134306372 @default.
- W4287267410 hasConceptScore W4287267410C138020889 @default.
- W4287267410 hasConceptScore W4287267410C138885662 @default.
- W4287267410 hasConceptScore W4287267410C154945302 @default.
- W4287267410 hasConceptScore W4287267410C2776372474 @default.
- W4287267410 hasConceptScore W4287267410C2781067378 @default.
- W4287267410 hasConceptScore W4287267410C3017597292 @default.
- W4287267410 hasConceptScore W4287267410C33923547 @default.
- W4287267410 hasConceptScore W4287267410C38652104 @default.
- W4287267410 hasConceptScore W4287267410C41008148 @default.
- W4287267410 hasConceptScore W4287267410C56739046 @default.
- W4287267410 hasConceptScore W4287267410C84525736 @default.
- W4287267410 hasLocation W42872674101 @default.
- W4287267410 hasOpenAccess W4287267410 @default.
- W4287267410 hasPrimaryLocation W42872674101 @default.
- W4287267410 hasRelatedWork W2383727065 @default.
- W4287267410 hasRelatedWork W2954804306 @default.
- W4287267410 hasRelatedWork W3012234327 @default.
- W4287267410 hasRelatedWork W3094337650 @default.
- W4287267410 hasRelatedWork W3136496930 @default.
- W4287267410 hasRelatedWork W3157962441 @default.
- W4287267410 hasRelatedWork W4206534706 @default.
- W4287267410 hasRelatedWork W4229079080 @default.
- W4287267410 hasRelatedWork W4281627911 @default.
- W4287267410 hasRelatedWork W4287267410 @default.
- W4287267410 isParatext "false" @default.
- W4287267410 isRetracted "false" @default.
- W4287267410 workType "article" @default.