プライバシー保護

Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality

Authors: Pulkit Sharma, Farah E Shamout, David A Clifton | Published: 2019-12-01
プライバシー保護
分散学習
性能評価

Cognitive Internet of Vehicles: Motivation, Layered Architecture and Security Issues

Authors: Khondokar Fida Hasan, Tarandeep Kaur, Md. Mhedi Hasan, Yanming Feng | Published: 2019-11-20
クラウドコンピューティング
プライバシー保護
機械学習技術

Revocable Federated Learning: A Benchmark of Federated Forest

Authors: Yang Liu, Zhuo Ma, Ximeng Liu, Zhuzhu Wang, Siqi Ma, Ken Ren | Published: 2019-11-08
プライバシー保護
効率評価
性能評価

Generalization in Generative Adversarial Networks: A Novel Perspective from Privacy Protection

Authors: Bingzhe Wu, Shiwan Zhao, ChaoChao Chen, Haoyang Xu, Li Wang, Xiaolu Zhang, Guangyu Sun, Jun Zhou | Published: 2019-08-21 | Updated: 2019-09-25
プライバシー保護
メンバーシップ推論
機械学習のプライバシー保護

Boosting Privately: Privacy-Preserving Federated Extreme Boosting for Mobile Crowdsensing

Authors: Yang Liu, Zhuo Ma, Ximeng Liu, Siqi Ma, Surya Nepal, Robert Deng | Published: 2019-07-24 | Updated: 2020-04-10
セキュリティ保証
プライバシー保護
性能評価

A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection

Authors: Qinbin Li, Zeyi Wen, Zhaomin Wu, Sixu Hu, Naibo Wang, Yuan Li, Xu Liu, Bingsheng He | Published: 2019-07-23 | Updated: 2021-12-05
インセンティブ設計
プライバシー保護
フレームワーク

Motion Sensor-based Privacy Attack on Smartphones

Authors: S Abhishek Anand, Chen Wang, Jian Liu, Nitesh Saxena, Yingying Chen | Published: 2019-07-12 | Updated: 2020-10-19
プライバシーリスク管理
プライバシー保護
音声信号処理

Conditional Analysis for Key-Value Data with Local Differential Privacy

Authors: Lin Sun, Jun Zhao, Xiaojun Ye, Shuo Feng, Teng Wang, Tao Bai | Published: 2019-07-11
データ抽出と分析
プライバシー保護
条件モニタリング

Privacy-Preserving Classification with Secret Vector Machines

Authors: Valentin Hartmann, Konark Modi, Josep M. Pujol, Robert West | Published: 2019-07-08 | Updated: 2020-08-19
データ抽出と分析
プライバシー保護
連合学習

QUOTIENT: Two-Party Secure Neural Network Training and Prediction

Authors: Nitin Agrawal, Ali Shahin Shamsabadi, Matt J. Kusner, Adrià Gascón | Published: 2019-07-08
MPCアルゴリズム
プライバシー保護
深層学習手法