FedECA: A Federated External Control Arm Method for Causal Inference
with Time-To-Event Data in Distributed Settings

FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings

28 November 2023

Jean Ogier du Terrail

Quentin Klopfenstein

Nicolas Loiseau

Mohammad Hallal

Félix Balazard

Papers citing "FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings"

17 / 17 papers shown

Title
Real-World Federated Learning in Radiology: Hurdles to overcome and Benefits to gain Markus R. Bujotzek Unal Akunal Stefan Denner Peter Neher M. Zenk ... Jens Kleesiek Tobias Penzkofer Klaus H. Maier-Hein R. Braren Andreas Bucher AI4CE 57 2 0 15 May 2024
Multiply Robust Federated Estimation of Targeted Average Treatment Effects Larry Han Zhu Shen Jose Zubizarreta FedML 45 16 0 22 Sep 2023
Randomized Quantization is All You Need for Differential Privacy in Federated Learning Yeojoon Youn Zihao Hu Juba Ziani Jacob D. Abernethy FedML 47 21 0 20 Jun 2023
Industry-Scale Orchestrated Federated Learning for Drug Discovery M. Oldenhof G. Ács Balázs Pejó A. Schuffenhauer Nicholas Holway ... Yves Moreau Ola Engkvist Hugo Ceulemans Camille Marini M. Galtier FedML 81 40 0 17 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 91 156 0 10 Oct 2022
Federated Learning Enables Big Data for Rare Cancer Boundary Detection Sarthak Pati Ujjwal Baid Brandon Edwards Micah J. Sheller Shih-Han Wang ... Prashant Shah Bjoern Menze J. Barnholtz-Sloan Jason Martin Spyridon Bakas FedML AI4CE 106 216 0 22 Apr 2022
Benchmarking missing-values approaches for predictive models on health databases Alexandre Perez-Lebel Gaël Varoquaux Marine Le Morvan Julie Josse J B Poline AI4TS 103 37 0 17 Feb 2022
What's a good imputation to predict with missing values? Marine Le Morvan Julie Josse Erwan Scornet Gaël Varoquaux AI4TS 72 65 0 01 Jun 2021
Distributed Second Order Methods with Fast Rates and Compressed Communication Rustem Islamov Xun Qian Peter Richtárik 59 53 0 14 Feb 2021
A Survey on Causal Inference Liuyi Yao Zhixuan Chu Sheng Li Yaliang Li Jing Gao Aidong Zhang CML 89 507 0 05 Feb 2020
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 248 6,261 0 10 Dec 2019
Applied Federated Learning: Improving Google Keyboard Query Suggestions Timothy Yang Galen Andrew Hubert Eichner Haicheng Sun Wei Li Nicholas Kong Daniel Ramage F. Beaufays FedML 87 626 0 07 Dec 2018
Similarity encoding for learning with dirty categorical variables Patricio Cerda Gaël Varoquaux Balázs Kégl CML 54 206 0 04 Jun 2018
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 255 4,135 0 18 Oct 2016
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 205 6,121 0 01 Jul 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 406 17,468 0 17 Feb 2016
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 220 4,318 0 04 May 2011