3 papers
eess.SY2026
Fault detection on manifolds of nonlinear dynamical systems with dual autoencoders
Bulut Kuşkonmaz, Szymon Greś, Rafał Wiśniewski
Autoencoders are commonly used for unsupervised data-driven fault detection in nonlinear dynamical systems. Despite their widespread success and often favorable performance compare…
cs.IT2022
Investigation of Alternative Measures for Mutual Information
Bulut Kuskonmaz, Jaron Skovsted Gundersen, Rafal Wisniewski
Mutual information is a useful definition in information theory to estimate how much information the random variable holds about the random variable . One way to de…
cs.LG2021
Secure PAC Bayesian Regression via Real Shamir Secret Sharing
Jaron Skovsted Gundersen, Bulut Kuskonmaz, Rafael Wisniewski
A common approach of system identification and machine learning is to generate a model by using training data to predict the test data instances as accurate as possible. Nonetheles…