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Title: :  MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE
PaperId: :  27658
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27658
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
JIGNESH PATELTHAKUR COLLEGE OF ENGINEERING AND TECHNOLOGY
PRIYANSHI JAINTHAKUR COLLEGE OF ENGINEERING AND TECHNOLOGY
DISHA PATELTHAKUR COLLEGE OF ENGINEERING AND TECHNOLOGY
JANAVI JAINTHAKUR COLLEGE OF ENGINEERING AND TECHNOLOGY

Abstract

ARTIFICIAL INTELLIGENCE AND DATA SCIENCE
Federated Learning, Healthcare Privacy, Secure Aggregation, Differential Privacy, Encryption
Federated Learning (FL) has surfaced as a robust approach for collaboratively training machine learning models without the necessity of sharing raw data. In sensitive fields such as healthcare, where the confidentiality of patient information is of utmost importance, it is essential to uphold data privacy while ensuring model accuracy. This paper introduces a Multilayer Privacy Protection (MPP) framework tailored for Federated Learning within healthcare systems. The framework amalgamates Secure Aggregation, Encryption, and Differential Privacy methodologies to establish layered defense strategies. Additionally, it incorporates user-focused design tools including Empathy Map, Mind Map, Project Charter, and Risk Assessment to guarantee ethical, practical, and dependable implementation. Through architectural modeling and experimental validation, the proposed framework illustrates improved data protection and model efficacy with minimal computational burden.

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IJARIIE JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. "MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 317-321
MLA JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. "MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 317-321.
APA JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, & JANAVI JAIN. (2025). MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 317-321.
Chicago JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. "MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 317-321.
Oxford JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. 'MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 317-321. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/MULTI_LAYER_PRIVACY_PROTECTION_FOR_FEDERATED_LEARNING_IN_HEALTHCARE_ijariie27658.pdf (Accessed : ).
Harvard JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. (2025) 'MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 317-321IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/MULTI_LAYER_PRIVACY_PROTECTION_FOR_FEDERATED_LEARNING_IN_HEALTHCARE_ijariie27658.pdf (Accessed : )
IEEE JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN, "MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 317-321, Nov-Dec 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/MULTI_LAYER_PRIVACY_PROTECTION_FOR_FEDERATED_LEARNING_IN_HEALTHCARE_ijariie27658.pdf [Accessed : ].
Turabian JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. "MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver JIGNESH PATEL, PRIYANSHI JAIN, DISHA PATEL, and JANAVI JAIN. MULTI-LAYER PRIVACY PROTECTION FOR FEDERATED LEARNING IN HEALTHCARE. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 317-321. Available from: https://ijariie.com/AdminUploadPdf/MULTI_LAYER_PRIVACY_PROTECTION_FOR_FEDERATED_LEARNING_IN_HEALTHCARE_ijariie27658.pdf
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