Privacy-Preserving Technology to Help Millions of People: Federated Prediction Model for Stroke Prevention

Missing data, imputation, and the bootstrap

Bradley Efron · 1994

Earlier work this paper cites.

Logistic regression

David G Kleinbaum, K Dietz, M Gail, Mitchel Klein, and Mitchell Klein · 2002

Earlier work this paper cites.

Classification and regression by randomforest

Andy Liaw, Matthew Wiener, et al · 2002

Earlier work this paper cites.

A stroke prediction score in the elderly: validation and web-based application

Thomas Lumley, Richard A Kronmal, Mary Cushman, Teri A Manolio, and Steven Goldstein · 2002

Earlier work this paper cites.

Prediction of ischemic stroke risk in the atherosclerosis risk in communities study

Lloyd E Chambless, Gerardo Heiss, Eyal Shahar, Mary Jo Earp, and James Toole · 2004

Earlier work this paper cites.

How do american stroke risk functions perform in a western european population?

Zoltán Vokó, Monika Hollander, Peter J Koudstaal, Albert Hofman, and Monique MB Breteler · 2004

Earlier work this paper cites.

Generating survival times to simulate cox proportional hazards models

Ralf Bender, Thomas Augustin, and Maria Blettner · 2005

Earlier work this paper cites.

Deep learning

Yann LeCun, Yoshua Bengio, and Geoffrey Hinton · 2015

Earlier work this paper cites.

Xgboost: A scalable tree boosting system

Tianqi Chen and Carlos Guestrin · 2016

Cited alongside, same era.

Federated optimization: Distributed machine learning for on-device intelligence

Original

Jakub Konecný, H. Brendan McMahan, Daniel Ramage, and Peter Richtárik · 2016

Cited alongside, same era.

Federated learning of deep networks using model averaging

Original

H. Brendan McMahan, Eider Moore, Daniel Ramage, and Blaise Agüera y Arcas · 2016

Cited alongside, same era.

Regulation (eu) 2016/679 of the european parliament and of the council of 27 april 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing directive 95/46

General Data Protection Regulation · 2016

Cited alongside, same era.

Artificial intelligence in healthcare: past, present and future

Multi-institutional deep learning modeling without sharing patient data: A feasibility study on brain tumor segmentation

Micah J Sheller, G Anthony Reina, Brandon Edwards, Jason Martin, and Spyridon Bakas · 2018

Later among the works it cites.

Facebook scandal raises data privacy concerns

Hilary Tuttle · 2018

Later among the works it cites.

Hhhfl: Hierarchical heterogeneous horizontal federated learning for electroencephalography

Dashan Gao, Ce Ju, Xiguang Wei, Yang Liu, Tianjian Chen, and Qiang Yang · 2019

Later among the works it cites.

Advances and open problems in federated learning

Original

Peter Kairouz, H Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Keith Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, et al · 2019

Later among the works it cites.

Privacy-preserving federated brain tumour segmentation

Wenqi Li, Fausto Milletarì, Daguang Xu, Nicola Rieke, Jonny Hancox, Wentao Zhu, Maximilian Baust, Yan Cheng, Sébastien Ourselin, M Jorge Cardoso, et al · 2019