プライバシー保護

Membership Privacy for Machine Learning Models Through Knowledge Transfer

Authors: Virat Shejwalkar, Amir Houmansadr | Published: 2019-06-15 | Updated: 2020-12-31
プライバシー保護
攻撃手法
知識移転性

Real-Time Privacy-Preserving Data Release for Smart Meters

Authors: Mohammadhadi Shateri, Francisco Messina, Pablo Piantanida, Fabrice Labeau | Published: 2019-06-14 | Updated: 2021-11-25
プライバシー保護
時系列分析
非同一データセット

Computing Tight Differential Privacy Guarantees Using FFT

Authors: Antti Koskela, Joonas Jälkö, Antti Honkela | Published: 2019-06-07 | Updated: 2019-11-04
RDPの特性
プライバシー保護
数学的基礎

Differential Privacy Has Disparate Impact on Model Accuracy

Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2019-05-28 | Updated: 2019-10-27
プライバシー保護
プライバシー保護手法
モデル評価

Body Shape Privacy in Images: Understanding Privacy and Preventing Automatic Shape Extraction

Authors: Hosnieh Sattar, Katharina Krombholz, Gerard Pons-Moll, Mario Fritz | Published: 2019-05-27 | Updated: 2020-10-22
3D形状推定攻撃
プライバシー保護
画像共有の快適さ

Privacy-Enhancing Context Authentication from Location-Sensitive Data

Authors: Pradip Mainali, Carlton Shepherd, Fabien A. P. Petitcolas | Published: 2019-04-18 | Updated: 2019-07-10
データ保護手法
プライバシー保護
認証技術

When Homomorphic Cryptosystem Meets Differential Privacy: Training Machine Learning Classifier with Privacy Protection

Authors: Xiangyun Tang, Liehuang Zhu, Meng Shen, Xiaojiang Du | Published: 2018-12-06
パフォーマンス評価
プライバシー保護
差分プライバシー

Dancing in the Dark: Private Multi-Party Machine Learning in an Untrusted Setting

Authors: Clement Fung, Jamie Koerner, Stewart Grant, Ivan Beschastnikh | Published: 2018-11-23 | Updated: 2019-02-24
プライバシー保護
ポイズニング攻撃
モデル抽出攻撃

You are your Metadata: Identification and Obfuscation of Social Media Users using Metadata Information

Authors: Beatrice Perez, Mirco Musolesi, Gianluca Stringhini | Published: 2018-03-27 | Updated: 2018-05-14
プライバシー保護
特徴選択手法
統計的分析

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