Privacy-Preserving Training of Tree Ensembles over Continuous Data

Privacy-Preserving Training of Tree Ensembles over Continuous Data

5 June 2021

Chaitali Choudhary

Martine De Cock

Anderson C. A. Nascimento

Davis Railsback

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Papers citing "Privacy-Preserving Training of Tree Ensembles over Continuous Data"

12 / 12 papers shown

Title
OnePath: Efficient and Privacy-Preserving Decision Tree Inference in the Cloud Shuai Yuan Hongwei Li Xinyuan Qian Wenbo Jiang Guowen Xu 39 0 0 28 Sep 2024
Ents: An Efficient Three-party Training Framework for Decision Trees by Communication Optimization Guopeng Lin Weili Han Wenqiang Ruan Ruisheng Zhou Lushan Song Bingshuai Li Yunfeng Shao 73 2 0 12 Jun 2024
Eliminating Label Leakage in Tree-Based Vertical Federated Learning Hideaki Takahashi Qingbin Liu Yang Liu AAML FedML 87 5 0 19 Jul 2023
Privet: A Privacy-Preserving Vertical Federated Learning Service for Gradient Boosted Decision Tables Yifeng Zheng Shuangqing Xu Songlei Wang Yan Gao Zhongyun Hua FedML 94 10 0 22 May 2023
GTree: GPU-Friendly Privacy-preserving Decision Tree Training and Inference Qifan Wang Shujie Cui Lei Zhou Ye Dong Jianli Bai Yun Sing Koh Giovanni Russello 129 1 0 01 May 2023
Secure Multiparty Computation for Synthetic Data Generation from Distributed Data Mayana Pereira Sikha Pentyala A. Nascimento R. T. D. Sousa Martine De Cock 44 6 0 13 Oct 2022
Ensembling Neural Networks for Improved Prediction and Privacy in Early Diagnosis of Sepsis Shigehiko Schamoni Michael Hagmann Stefan Riezler FedML 58 4 0 01 Sep 2022
Training Differentially Private Models with Secure Multiparty Computation Sikha Pentyala Davis Railsback Ricardo Maia Rafael Dowsley David Melanson Anderson C. A. Nascimento Martine De Cock 78 15 0 05 Feb 2022
Report: State of the Art Solutions for Privacy Preserving Machine Learning in the Medical Context J. Zalonis Frederik Armknecht Björn Grohmann Manuel Koch 79 4 0 27 Jan 2022
Efficient decision tree training with new data structure for secure multi-party computation Koki Hamada Dai Ikarashi Ryo Kikuchi Koji Chida 51 12 0 24 Dec 2021
Round and Communication Balanced Protocols for Oblivious Evaluation of Finite State Machines Rafael Dowsley Caleb Horst Anderson C. A. Nascimento 46 0 0 20 Mar 2021
Fast Privacy-Preserving Text Classification based on Secure Multiparty Computation A. Resende Davis Railsback Rafael Dowsley Anderson C. A. Nascimento Diego F. Aranha 65 21 0 18 Jan 2021