High-Dimensional Data Analysis Laboratory

Publications

2020

Refereed Journal Articles

I. Horenko, G. Marchenko, P. Gagliardini
On a computationally-scalable sparse formulation of the multidimensional and non-stationary maximum entropy principle
Communications in Applied Mathematics and Computational Science, Volume 15, Number 2, Pages 1-38, 2020 https://msp.org/soon/coming.php?jpath=camcos
I. Horenko, D. Rodrigues, T. O'Kane, K. Everschor-Sitte
Physically-inspired computational tools for sharp detection of material inhomogeneities in magnetic imaging
ArXiv:1907.04601v2 arxiv.org/abs/1907.04601
I. Horenko
On a scalable entropic breaching of the overfitting barrier in machine learning
Neural Computation, Volume 32, Number 8, pages 1563-1579, 2020 www.mitpressjournals.org/toc/neco/32/8
S. Gerber, L. Pospisil, M. Navandar, I. Horenko
Low-cost scalable discretization, prediction and feature selection for complex systems.
Science Advances, Volume 6, Number 5, eaaw0961, 2020 DOI: 10.1126/sciadv.aaw0961
M. Rosenau, I. Horenko, F. Corbi, M. Rudolf, R. Kornhuber and O. Oncken
Synchronization of great subduction megathrust earthquakes: Insights from scale model analysis.
Journal of Geophysical Research: Solid Earth, 124(4):3646-3661, 2019 agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2018JB016597

2019

Refereed Journal Articles

M. Rosenau, I. Horenko, F. Corbi, M. Rudolf, R. Kornhuber and O. Oncken
Synchronization of great subduction megathrust earthquakes: Insights from scale model analysis.
Journal of Geophysical Research: Solid Earth, 124(4):3646-3661, 2019 agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2018JB016597