Scaling Survival Analysis in Healthcare with Federated Survival Forests:
A Comparative Study on Heart Failure and Breast Cancer Genomics

Scaling Survival Analysis in Healthcare with Federated Survival Forests: A Comparative Study on Heart Failure and Breast Cancer Genomics

4 August 2023

Alberto Archetti

Matteo Matteucci

Papers citing "Scaling Survival Analysis in Healthcare with Federated Survival Forests: A Comparative Study on Heart Failure and Breast Cancer Genomics"

12 / 12 papers shown

Title
FPBoost: Fully Parametric Gradient Boosting for Survival Analysis Alberto Archetti Eugenio Lomurno Diego Piccinotti Matteo Matteucci 42 2 0 20 Sep 2024
Advancing oncology with federated learning: transcending boundaries in breast, lung, and prostate cancer. A systematic review A. Ankolekar S. Boie M. Abdollahyan E. Gadaleta S. A. Hasheminasab ... M. Bussmann S. Khalid H. Kruger Philippe Lambin G. Papanastasiou AI4CE 26 1 0 08 Aug 2024
Addressing Data Heterogeneity in Federated Learning of Cox Proportional Hazards Models Navid Seidi Satyaki Roy Sajal Kumar Das Ardhendu Shekhar Tripathy 33 2 0 20 Jul 2024
Multimodal Federated Learning in Healthcare: a Review Jacob Thrasher Alina Devkota Prasiddha Siwakotai Rohit Chivukula Pranav Poudel Chaunbo Hu Binod Bhattarai P. Gyawali 30 7 0 14 Oct 2023
SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning Tanguy Marchand Boris Muzellec C. Béguier Jean Ogier du Terrail M. Andreux FedML 41 9 0 04 Oct 2022
FedPseudo: Pseudo value-based Deep Learning Models for Federated Survival Analysis Md Mahmudur Rahman S. Purushotham OOD FedML 35 7 0 12 Jul 2022
SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning Eugenio Lomurno Alberto Archetti Lorenzo Cazzella Stefano Samele Leonardo Di Perna Matteo Matteucci FedML 27 18 0 24 Sep 2021
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 187 412 0 14 Jul 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Yue Liu Yiqun Diao Quan Chen Bingsheng He FedML OOD 92 946 0 03 Feb 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,707 0 18 Mar 2020
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 304 10,618 0 19 Feb 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 115 1,231 0 02 Jun 2016