Bayesian Classification

Multistatic-Radar RCS-Signature Recognition of Aerial Vehicles: A Bayesian Fusion Approach

Authors: Michael Potter, Murat Akcakaya, Marius Necsoiu, Gunar Schirner, Deniz Erdogmus, Tales Imbiriba | Published: 2024-02-28 | Updated: 2024-08-16
Training Data Generation
Bayesian Classification
Machine Learning Method

Federated Bayesian Network Ensembles

Authors: Florian van Daalen, Lianne Ippel, Andre Dekker, Inigo Bermejo | Published: 2024-02-19
Bayesian Classification
Model Design
Federated Learning

Learner-Private Convex Optimization

Authors: Jiaming Xu, Kuang Xu, Dana Yang | Published: 2021-02-23 | Updated: 2021-10-23
Data Collection
Data Generation
Bayesian Classification

Resilience of Bayesian Layer-Wise Explanations under Adversarial Attacks

Authors: Ginevra Carbone, Guido Sanguinetti, Luca Bortolussi | Published: 2021-02-22 | Updated: 2022-05-05
Bayesian Classification
Poisoning
Adversarial Example

Swipe dynamics as a means of authentication: results from a Bayesian unsupervised approach

Authors: Parker Lamb, Alexander Millar, Ramon Fuentes | Published: 2020-07-27 | Updated: 2020-10-13
Bayesian Classification
Changes in User Behavior
Machine Learning

Classifier-independent Lower-Bounds for Adversarial Robustness

Authors: Elvis Dohmatob | Published: 2020-06-17 | Updated: 2020-11-10
Bayesian Classification
Attack Method
Adversarial Learning

Provable Robust Classification via Learned Smoothed Densities

Authors: Saeed Saremi, Rupesh Srivastava | Published: 2020-05-09
Bayesian Classification
Poisoning
Robustness Improvement Method

Estimating g-Leakage via Machine Learning

Authors: Marco Romanelli, Konstantinos Chatzikokolakis, Catuscia Palamidessi, Pablo Piantanida | Published: 2020-05-09 | Updated: 2021-11-24
Bayesian Classification
Role of Machine Learning
Vulnerability Assessment Method

Assessing the Adversarial Robustness of Monte Carlo and Distillation Methods for Deep Bayesian Neural Network Classification

Authors: Meet P. Vadera, Satya Narayan Shukla, Brian Jalaian, Benjamin M. Marlin | Published: 2020-02-07
Bayesian Classification
Poisoning
Adversarial Example