Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204359140> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W3204359140 endingPage "265" @default.
- W3204359140 startingPage "256" @default.
- W3204359140 abstract "k-means clustering is widely used in many fields such as data mining, machine learning, and information retrieval. In many cases, users need to cooperate to perform k-means clustering tasks. How to perform clustering without revealing privacy has become a hot research topic. However, the existing k-means scheme based on secure multi-party computation cannot effectively protect the privacy of the output results. The multi-party k-means scheme based on differential privacy may lead to loss of data availability. In this article, we propose a practical protocol for k-means clustering in a collaborative manner, while protecting the privacy of each data record. Our protocol is the first to combine secure multi-party computing and differential privacy technology to train a privacy-preserving k-means clustering model. We design a novel algorithm, which is suitable for multi-party collaboration to update cluster centers without leaking data privacy. The algorithm guarantees that noise is added only once in each iteration, regardless of the number of participants. The protocol achieve the ”best of both worlds”, which can simultaneously achieves both the input privacy and the output privacy in the k-means clustering scheme. Evaluation of real data sets shows that our scheme has comparable running time compared with the k-means clustering scheme without privacy protection." @default.
- W3204359140 created "2021-10-11" @default.
- W3204359140 creator A5019397230 @default.
- W3204359140 creator A5045865179 @default.
- W3204359140 creator A5059024838 @default.
- W3204359140 creator A5059667620 @default.
- W3204359140 creator A5068603055 @default.
- W3204359140 creator A5088855613 @default.
- W3204359140 date "2022-01-01" @default.
- W3204359140 modified "2023-10-17" @default.
- W3204359140 title "Practical multi-party private collaborative k-means clustering" @default.
- W3204359140 cites W1826277484 @default.
- W3204359140 cites W2012408435 @default.
- W3204359140 cites W2077217970 @default.
- W3204359140 cites W2130473611 @default.
- W3204359140 cites W2141420453 @default.
- W3204359140 cites W2233233025 @default.
- W3204359140 cites W2395278586 @default.
- W3204359140 cites W2526708339 @default.
- W3204359140 cites W2543861577 @default.
- W3204359140 cites W2582843861 @default.
- W3204359140 cites W2605919752 @default.
- W3204359140 cites W2765846180 @default.
- W3204359140 cites W2884586244 @default.
- W3204359140 cites W2887767982 @default.
- W3204359140 cites W2903850320 @default.
- W3204359140 cites W2935736869 @default.
- W3204359140 cites W2989429815 @default.
- W3204359140 cites W2996129147 @default.
- W3204359140 cites W3000519156 @default.
- W3204359140 cites W3006426012 @default.
- W3204359140 cites W3022760157 @default.
- W3204359140 cites W3025904053 @default.
- W3204359140 cites W3048929175 @default.
- W3204359140 cites W3081982417 @default.
- W3204359140 cites W3122596523 @default.
- W3204359140 cites W3136533282 @default.
- W3204359140 doi "https://doi.org/10.1016/j.neucom.2021.09.050" @default.
- W3204359140 hasPublicationYear "2022" @default.
- W3204359140 type Work @default.
- W3204359140 sameAs 3204359140 @default.
- W3204359140 citedByCount "22" @default.
- W3204359140 countsByYear W32043591402021 @default.
- W3204359140 countsByYear W32043591402022 @default.
- W3204359140 countsByYear W32043591402023 @default.
- W3204359140 crossrefType "journal-article" @default.
- W3204359140 hasAuthorship W3204359140A5019397230 @default.
- W3204359140 hasAuthorship W3204359140A5045865179 @default.
- W3204359140 hasAuthorship W3204359140A5059024838 @default.
- W3204359140 hasAuthorship W3204359140A5059667620 @default.
- W3204359140 hasAuthorship W3204359140A5068603055 @default.
- W3204359140 hasAuthorship W3204359140A5088855613 @default.
- W3204359140 hasConcept C124101348 @default.
- W3204359140 hasConcept C154945302 @default.
- W3204359140 hasConcept C41008148 @default.
- W3204359140 hasConcept C73555534 @default.
- W3204359140 hasConceptScore W3204359140C124101348 @default.
- W3204359140 hasConceptScore W3204359140C154945302 @default.
- W3204359140 hasConceptScore W3204359140C41008148 @default.
- W3204359140 hasConceptScore W3204359140C73555534 @default.
- W3204359140 hasFunder F4320321001 @default.
- W3204359140 hasFunder F4320336593 @default.
- W3204359140 hasFunder F4320336625 @default.
- W3204359140 hasLocation W32043591401 @default.
- W3204359140 hasOpenAccess W3204359140 @default.
- W3204359140 hasPrimaryLocation W32043591401 @default.
- W3204359140 hasRelatedWork W1979871427 @default.
- W3204359140 hasRelatedWork W1999627569 @default.
- W3204359140 hasRelatedWork W2187506573 @default.
- W3204359140 hasRelatedWork W2348097614 @default.
- W3204359140 hasRelatedWork W2354051833 @default.
- W3204359140 hasRelatedWork W2387405106 @default.
- W3204359140 hasRelatedWork W2392374020 @default.
- W3204359140 hasRelatedWork W3107474891 @default.
- W3204359140 hasRelatedWork W4243523185 @default.
- W3204359140 hasRelatedWork W763609066 @default.
- W3204359140 hasVolume "467" @default.
- W3204359140 isParatext "false" @default.
- W3204359140 isRetracted "false" @default.
- W3204359140 magId "3204359140" @default.
- W3204359140 workType "article" @default.