Heterogeneous Datasets for Federated Survival Analysis Simulation

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Heterogeneous Datasets for Federated Survival Analysis Simulation

28 January 2023

Alberto Archetti

Eugenio Lomurno

Francesco Lattari

Matteo Matteucci

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Papers citing "Heterogeneous Datasets for Federated Survival Analysis Simulation"

11 / 11 papers shown

Title
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 98 157 0 10 Oct 2022
Practical Challenges in Differentially-Private Federated Survival Analysis of Medical Data Shadi Rahimian Raouf Kerkouche I. Kurth Mario Fritz FedML 50 11 0 08 Feb 2022
Federated Learning Based on Dynamic Regularization D. A. E. Acar Yue Zhao Ramon Matas Navarro Matthew Mattina P. Whatmough Venkatesh Saligrama FedML 76 781 0 08 Nov 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Yue Liu Yiqun Diao Quan Chen Bingsheng He FedML OOD 151 992 0 03 Feb 2021
Flower: A Friendly Federated Learning Research Framework Daniel J. Beutel Taner Topal Akhil Mathur Xinchi Qiu Javier Fernandez-Marques ... Lorenzo Sani Kwing Hei Li Titouan Parcollet Pedro Porto Buarque de Gusmão Nicholas D. Lane FedML 136 815 0 28 Jul 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 264 6,285 0 10 Dec 2019
Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification T. Hsu Qi Matthew Brown FedML 143 1,163 0 13 Sep 2019
Time-to-Event Prediction with Neural Networks and Cox Regression Håvard Kvamme Ørnulf Borgan Ida Scheel 364 333 0 01 Jul 2019
LEAF: A Benchmark for Federated Settings S. Caldas Sai Meher Karthik Duddu Peter Wu Tian Li Jakub Konecný H. B. McMahan Virginia Smith Ameet Talwalkar FedML 155 1,422 0 03 Dec 2018
Machine Learning for Survival Analysis: A Survey Ping Wang Yan Li Chandan K. Reddy CML 150 339 0 15 Aug 2017
DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network Jared Katzman Uri Shaham Jonathan Bates A. Cloninger Tingting Jiang Y. Kluger BDL CML OOD 486 1,257 0 02 Jun 2016