Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM)

Fadila Zerka; Visara Urovi; Akshayaa Vaidyanathan; Samir Barakat; Ralph T. H. Leijenaar; Sean Walsh; Hanif Gabrani-Juma; Benjamin Miraglio; Henry C. Woodruff; Michel Dumontier; Philippe Lambin

doi:10.1109/ACCESS.2020.3029445

Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM)

Fadila Zerka^*, Visara Urovi, Akshayaa Vaidyanathan, Samir Barakat, Ralph T. H. Leijenaar, Sean Walsh, Hanif Gabrani-Juma, Benjamin Miraglio, Henry C. Woodruff, Michel Dumontier, Philippe Lambin

^*Corresponding author for this work

Research output: Contribution to journal › Article › Academic › peer-review

Original language	English
Pages (from-to)	183939-183951
Number of pages	13
Journal	IEEE Access
Volume	8
DOIs	https://doi.org/10.1109/ACCESS.2020.3029445
Publication status	Published - 2020

Keywords

Data models
Training
Machine learning
Servers
Biomedical imaging
Blockchain
data privacy
decentralized learning
distributed learning
HEALTH-CARE
MODEL

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10.1109/ACCESS.2020.3029445Licence: CC BY

Cite this

Zerka, Fadila ; Urovi, Visara ; Vaidyanathan, Akshayaa ; Barakat, Samir ; Leijenaar, Ralph T. H. ; Walsh, Sean ; Gabrani-Juma, Hanif ; Miraglio, Benjamin ; Woodruff, Henry C. ; Dumontier, Michel ; Lambin, Philippe. / Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM). In: IEEE Access. 2020 ; Vol. 8. pp. 183939-183951.

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title = "Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM)",

keywords = "Data models, Training, Machine learning, Servers, Biomedical imaging, Blockchain, data privacy, decentralized learning, distributed learning, HEALTH-CARE, MODEL",

author = "Fadila Zerka and Visara Urovi and Akshayaa Vaidyanathan and Samir Barakat and Leijenaar, {Ralph T. H.} and Sean Walsh and Hanif Gabrani-Juma and Benjamin Miraglio and Woodruff, {Henry C.} and Michel Dumontier and Philippe Lambin",

year = "2020",

doi = "10.1109/ACCESS.2020.3029445",

language = "English",

volume = "8",

pages = "183939--183951",

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Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM). / Zerka, Fadila ; Urovi, Visara ; Vaidyanathan, Akshayaa; Barakat, Samir; Leijenaar, Ralph T. H.; Walsh, Sean; Gabrani-Juma, Hanif; Miraglio, Benjamin; Woodruff, Henry C.; Dumontier, Michel ; Lambin, Philippe.

In: IEEE Access, Vol. 8, 2020, p. 183939-183951.

Research output: Contribution to journal › Article › Academic › peer-review

TY - JOUR

T1 - Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM)

AU - Zerka, Fadila

AU - Urovi, Visara

AU - Vaidyanathan, Akshayaa

AU - Barakat, Samir

AU - Leijenaar, Ralph T. H.

AU - Walsh, Sean

AU - Gabrani-Juma, Hanif

AU - Miraglio, Benjamin

AU - Woodruff, Henry C.

AU - Dumontier, Michel

AU - Lambin, Philippe

PY - 2020

Y1 - 2020

KW - Data models

KW - Training

KW - Machine learning

KW - Servers

KW - Biomedical imaging

KW - Blockchain

KW - data privacy

KW - decentralized learning

KW - distributed learning

KW - HEALTH-CARE

KW - MODEL

U2 - 10.1109/ACCESS.2020.3029445

DO - 10.1109/ACCESS.2020.3029445

M3 - Article

VL - 8

SP - 183939

EP - 183951

JO - IEEE Access

JF - IEEE Access

SN - 2169-3536

ER -