Data Privacy Assessment

Impact of using a privacy model on smart buildings data for CO2 prediction

Authors: Marlon P. da Silva, Henry C. Nunes, Charles V. Neu, Luana T. Thomas, Avelino F. Zorzo, Charles Morisset | Published: 2023-06-01
CO2 Identification Model
Data Privacy Assessment
Privacy Enhancing Technology

Differential Privacy with Random Projections and Sign Random Projections

Authors: Ping Li, Xiaoyun Li | Published: 2023-05-22 | Updated: 2023-06-13
Data Privacy Assessment
Privacy Enhancing Technology
Watermark Evaluation

Negative Results of Fusing Code and Documentation for Learning to Accurately Identify Sensitive Source and Sink Methods An Application to the Android Framework for Data Leak Detection

Authors: Jordan Samhi, Maria Kober, Abdoul Kader Kabore, Steven Arzt, Tegawendé F. Bissyandé, Jacques Klein | Published: 2023-01-09 | Updated: 2023-01-11
Data Privacy Assessment
Privacy Enhancing Technology
Program Analysis

SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Authors: Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin | Published: 2022-12-21 | Updated: 2023-04-20
Data Privacy Assessment
Privacy Enhancing Technology
Membership Inference

Synthetic Text Generation with Differential Privacy: A Simple and Practical Recipe

Authors: Xiang Yue, Huseyin A. Inan, Xuechen Li, Girish Kumar, Julia McAnallen, Hoda Shajari, Huan Sun, David Levitan, Robert Sim | Published: 2022-10-25 | Updated: 2023-07-18
Data Privacy Assessment
Data Protection Method
Privacy Protection

MaSS: Multi-attribute Selective Suppression

Authors: Chun-Fu Chen, Shaohan Hu, Zhonghao Shi, Prateek Gulati, Bill Moriarty, Marco Pistoia, Vincenzo Piuri, Pierangela Samarati | Published: 2022-10-18 | Updated: 2022-10-24
Data Privacy Assessment
Poisoning
Performance Evaluation

Attribute Inference Attacks in Online Multiplayer Video Games: a Case Study on Dota2

Authors: Pier Paolo Tricomi, Lisa Facciolo, Giovanni Apruzzese, Mauro Conti | Published: 2022-10-17 | Updated: 2023-04-30
Security Analysis
Data Privacy Assessment
Privacy Risk Management

Quantization enabled Privacy Protection in Decentralized Stochastic Optimization

Authors: Yongqiang Wang, Tamer Basar | Published: 2022-08-07
Data Privacy Assessment
Convergence Analysis
Quantization Method

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

Authors: Ashish Rauniyar, Desta Haileselassie Hagos, Debesh Jha, Jan Erik Håkegård, Ulas Bagci, Danda B. Rawat, Vladimir Vlassov | Published: 2022-08-05 | Updated: 2023-10-29
Data Privacy Assessment
Advancements in Medical IoT
Medical Image Analysis

A Systematic Survey of Blockchained Federated Learning

Authors: Zhilin Wang, Qin Hu, Minghui Xu, Yan Zhuang, Yawei Wang, Xiuzhen Cheng | Published: 2021-10-05 | Updated: 2024-06-01
Data Privacy Assessment
Blockchain Technology
Federated Learning