差分プライバシー

OptStream: Releasing Time Series Privately

Authors: Ferdinando Fioretto, Pascal Van Hentenryck | Published: 2018-08-06 | Updated: 2018-10-30
プライバシー設計原則
差分プライバシー
時間系列分析

Subsampled Rényi Differential Privacy and Analytical Moments Accountant

Authors: Yu-Xiang Wang, Borja Balle, Shiva Kasiviswanathan | Published: 2018-07-31 | Updated: 2018-12-04
RDPの特性
プライバシー評価
差分プライバシー

Security and Privacy Issues in Deep Learning

Authors: Ho Bae, Jaehee Jang, Dahuin Jung, Hyemi Jang, Heonseok Ha, Hyungyu Lee, Sungroh Yoon | Published: 2018-07-31 | Updated: 2021-03-10
差分プライバシー
敵対的サンプルの検知
敵対的攻撃

Supervised and Semi-Supervised Deep Neural Networks for CSI-Based Authentication

Authors: Qian Wang, Hang Li, Zhi Chen, Dou Zhao, Shuang Ye, Jiansheng Cai | Published: 2018-07-25
モデルの設計や精度
差分プライバシー
特徴抽出手法

Efficient Deep Learning on Multi-Source Private Data

Authors: Nick Hynes, Raymond Cheng, Dawn Song | Published: 2018-07-17
プライバシー保護機械学習
差分プライバシー
深層学習

Differentially-Private “Draw and Discard” Machine Learning

Authors: Vasyl Pihur, Aleksandra Korolova, Frederick Liu, Subhash Sankuratripati, Moti Yung, Dachuan Huang, Ruogu Zeng | Published: 2018-07-11 | Updated: 2018-10-10
プライバシー評価
モデル評価
差分プライバシー

An Algorithmic Framework For Differentially Private Data Analysis on Trusted Processors

Authors: Joshua Allen, Bolin Ding, Janardhan Kulkarni, Harsha Nori, Olga Ohrimenko, Sergey Yekhanin | Published: 2018-07-02 | Updated: 2019-10-26
アルゴリズム
プライバシー保護技術
差分プライバシー

Privacy Preserving Analytics on Distributed Medical Data

Authors: Marina Blanton, Ah Reum Kang, Subhadeep Karan, Jaroslaw Zola | Published: 2018-06-18
データ前処理
プライバシー保護手法
差分プライバシー

Differentially Private Confidence Intervals for Empirical Risk Minimization

Authors: Yue Wang, Daniel Kifer, Jaewoo Lee | Published: 2018-04-11
プライバシー保護手法
差分プライバシー
統計的手法

Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries

Authors: Pierre Dellenbach, Aurélien Bellet, Jan Ramon | Published: 2018-03-27
グラフプライバシー
プライバシー保護
差分プライバシー