Statistical Methods

Benchmark Evaluation of Anomaly-Based Intrusion Detection Systems in the Context of Smart Grids

Authors: Ömer Sen, Simon Glomb, Martin Henze, Andreas Ulbig | Published: 2023-12-21
Model Interpretability
Anomaly Detection Method
Statistical Methods

Zero-Day Threats Detection for Critical Infrastructures

Authors: Mike Nkongolo, Mahmut Tokmak | Published: 2023-06-10
Random Forest
Attack Method
Statistical Methods

Sensitivity estimation for differentially private query processing

Authors: Meifan Zhang, Xin Liu, Lihua Yin | Published: 2023-04-19
Sampling Method
Privacy Technique
Statistical Methods

A Randomized Approach for Tight Privacy Accounting

Authors: Jiachen T. Wang, Saeed Mahloujifar, Tong Wu, Ruoxi Jia, Prateek Mittal | Published: 2023-04-17 | Updated: 2023-11-21
Privacy Analysis
Privacy Technique
Statistical Methods

Ranking Differential Privacy

Authors: Shirong Xu, Will Wei Sun, Guang Cheng | Published: 2023-01-02
Privacy Enhancing Technology
Optimization Methods
Statistical Methods

Assaying Out-Of-Distribution Generalization in Transfer Learning

Authors: Florian Wenzel, Andrea Dittadi, Peter Vincent Gehler, Carl-Johann Simon-Gabriel, Max Horn, Dominik Zietlow, David Kernert, Chris Russell, Thomas Brox, Bernt Schiele, Bernhard Schölkopf, Francesco Locatello | Published: 2022-07-19 | Updated: 2022-10-21
Training Data Generation
Model Design and Accuracy
Statistical Methods

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Authors: Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi | Published: 2022-05-23 | Updated: 2022-08-26
Privacy Technique
Fairness evaluation
Statistical Methods

On the Convergence of Prior-Guided Zeroth-Order Optimization Algorithms

Authors: Shuyu Cheng, Guoqiang Wu, Jun Zhu | Published: 2021-07-21 | Updated: 2021-11-07
Framework
Optimization Methods
Statistical Methods

Analytically Tractable Hidden-States Inference in Bayesian Neural Networks

Authors: Luong-Ha Nguyen, James-A. Goulet | Published: 2021-07-08
Model Design and Accuracy
State Estimation Method
Statistical Methods

Improved Matrix Gaussian Mechanism for Differential Privacy

Authors: Jungang Yang, Liyao Xiang, Weiting Li, Wei Liu, Xinbing Wang | Published: 2021-04-30
Data Privacy Assessment
Privacy Protection
Statistical Methods