Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386573760> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W4386573760 endingPage "102004" @default.
- W4386573760 startingPage "102004" @default.
- W4386573760 abstract "Data fabric is an automated and AI-driven data fusion approach to accomplish data management unification without moving data to a centralized location for solving complex data problems. In a Federated learning architecture, the global model is trained based on the learned parameters of several local models that eliminate the necessity of moving data to a centralized repository for machine learning. This paper introduces a secure approach for medical image analysis using federated learning and partially homomorphic encryption within a distributed data fabric architecture. With this method, multiple users or clients (hospitals/medical data centers) can collaborate in training a machine-learning model without exchanging raw data. The approach complies with laws and regulations such as HIPAA and GDPR, ensuring the privacy and security of the data. The study demonstrates the method’s effectiveness through a case study on pituitary tumor classification, achieving a significant accuracy of 83.31%. However, the primary focus of the study is using the data fabric architecture to securely store and analyze medical images while complying with HIPAA and GDPR regulations. The results highlight the potential of these techniques to be applied to other privacy-sensitive domains and contribute to the growing body of research on secure and privacy-preserving machine learning." @default.
- W4386573760 created "2023-09-10" @default.
- W4386573760 creator A5000180063 @default.
- W4386573760 creator A5011554149 @default.
- W4386573760 creator A5051981813 @default.
- W4386573760 creator A5071063114 @default.
- W4386573760 creator A5085933596 @default.
- W4386573760 creator A5086764064 @default.
- W4386573760 creator A5092833131 @default.
- W4386573760 creator A5092833132 @default.
- W4386573760 creator A5092833133 @default.
- W4386573760 date "2024-02-01" @default.
- W4386573760 modified "2023-10-16" @default.
- W4386573760 title "An advanced data fabric architecture leveraging homomorphic encryption and federated learning" @default.
- W4386573760 cites W2194775991 @default.
- W4386573760 cites W2616934625 @default.
- W4386573760 cites W2736904962 @default.
- W4386573760 cites W2776276349 @default.
- W4386573760 cites W2785729136 @default.
- W4386573760 cites W2896729774 @default.
- W4386573760 cites W2941914178 @default.
- W4386573760 cites W2972040785 @default.
- W4386573760 cites W2973064640 @default.
- W4386573760 cites W3088309363 @default.
- W4386573760 cites W3105783984 @default.
- W4386573760 cites W3135079228 @default.
- W4386573760 cites W3186172960 @default.
- W4386573760 cites W4286279706 @default.
- W4386573760 cites W4292843164 @default.
- W4386573760 cites W4293173682 @default.
- W4386573760 cites W4320005516 @default.
- W4386573760 cites W4381485906 @default.
- W4386573760 cites W4381591312 @default.
- W4386573760 cites W4381850046 @default.
- W4386573760 doi "https://doi.org/10.1016/j.inffus.2023.102004" @default.
- W4386573760 hasPublicationYear "2024" @default.
- W4386573760 type Work @default.
- W4386573760 citedByCount "0" @default.
- W4386573760 crossrefType "journal-article" @default.
- W4386573760 hasAuthorship W4386573760A5000180063 @default.
- W4386573760 hasAuthorship W4386573760A5011554149 @default.
- W4386573760 hasAuthorship W4386573760A5051981813 @default.
- W4386573760 hasAuthorship W4386573760A5071063114 @default.
- W4386573760 hasAuthorship W4386573760A5085933596 @default.
- W4386573760 hasAuthorship W4386573760A5086764064 @default.
- W4386573760 hasAuthorship W4386573760A5092833131 @default.
- W4386573760 hasAuthorship W4386573760A5092833132 @default.
- W4386573760 hasAuthorship W4386573760A5092833133 @default.
- W4386573760 hasConcept C119857082 @default.
- W4386573760 hasConcept C123201435 @default.
- W4386573760 hasConcept C123657996 @default.
- W4386573760 hasConcept C124101348 @default.
- W4386573760 hasConcept C132964779 @default.
- W4386573760 hasConcept C142362112 @default.
- W4386573760 hasConcept C148730421 @default.
- W4386573760 hasConcept C153349607 @default.
- W4386573760 hasConcept C154945302 @default.
- W4386573760 hasConcept C158338273 @default.
- W4386573760 hasConcept C199360897 @default.
- W4386573760 hasConcept C38652104 @default.
- W4386573760 hasConcept C41008148 @default.
- W4386573760 hasConceptScore W4386573760C119857082 @default.
- W4386573760 hasConceptScore W4386573760C123201435 @default.
- W4386573760 hasConceptScore W4386573760C123657996 @default.
- W4386573760 hasConceptScore W4386573760C124101348 @default.
- W4386573760 hasConceptScore W4386573760C132964779 @default.
- W4386573760 hasConceptScore W4386573760C142362112 @default.
- W4386573760 hasConceptScore W4386573760C148730421 @default.
- W4386573760 hasConceptScore W4386573760C153349607 @default.
- W4386573760 hasConceptScore W4386573760C154945302 @default.
- W4386573760 hasConceptScore W4386573760C158338273 @default.
- W4386573760 hasConceptScore W4386573760C199360897 @default.
- W4386573760 hasConceptScore W4386573760C38652104 @default.
- W4386573760 hasConceptScore W4386573760C41008148 @default.
- W4386573760 hasFunder F4320321145 @default.
- W4386573760 hasLocation W43865737601 @default.
- W4386573760 hasOpenAccess W4386573760 @default.
- W4386573760 hasPrimaryLocation W43865737601 @default.
- W4386573760 hasRelatedWork W2807345103 @default.
- W4386573760 hasRelatedWork W3004172225 @default.
- W4386573760 hasRelatedWork W3006130360 @default.
- W4386573760 hasRelatedWork W3171711251 @default.
- W4386573760 hasRelatedWork W4246751904 @default.
- W4386573760 hasRelatedWork W4309969708 @default.
- W4386573760 hasRelatedWork W4312730617 @default.
- W4386573760 hasRelatedWork W4320023985 @default.
- W4386573760 hasRelatedWork W4321510660 @default.
- W4386573760 hasRelatedWork W2187098787 @default.
- W4386573760 hasVolume "102" @default.
- W4386573760 isParatext "false" @default.
- W4386573760 isRetracted "false" @default.
- W4386573760 workType "article" @default.