7.1k citations
- Centre National de la Recherche ScientifiqueFR466 papers
- Institute of AstronomyRU450 papers
- Université Paris CitéFR231 papers
- Radboud University NijmegenNL216 papers
- Sorbonne UniversitéFR201 papers
- Max Planck Institute for AstronomyDE181 papers
- Université Paris-SaclayFR181 papers
- University of AmsterdamNL181 papers
- Royal Observatory of BelgiumBE169 papers
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR166 papers
- Laboratoire d’études spatiales et d’instrumentation en astrophysiqueFR153 papers
- Leiden UniversityNL148 papers
6 papers · 2 filters
Versatile Verification of Tree Ensembles
Laurens Devos, Wannes Meert, Jesse Davis
Machine learned models often must abide by certain requirements (e.g., fairness or legal). This has spurred interested in developing approaches that can provably verify whether a m…
Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization
Huy Phan, Kaare Mikkelsen, Oliver Y. Chén +4
Brain waves vary between people. An obvious way to improve automatic sleep staging for longitudinal sleep monitoring is personalization of algorithms based on individual characteri…
Autoencoders for strategic decision support
Sam Verboven, Jeroen Berrevoets, Chris Wuytens +2
In the majority of executive domains, a notion of normality is involved in most strategic decisions. However, few data-driven tools that support strategic decision-making are avail…
Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning
Pieter Delobelle, Paul Temple, Gilles Perrouin +3
Machine learning is being integrated into a growing number of critical systems with far-reaching impacts on society. Unexpected behaviour and unfair decision processes are coming u…
Wasserstein Exponential Kernels
Henri De Plaen, Michaël Fanuel, Johan A. K. Suykens
In the context of kernel methods, the similarity between data points is encoded by the kernel function which is often defined thanks to the Euclidean distance, a common example bei…
A general anomaly detection framework for fleet-based condition monitoring of machines
Kilian Hendrickx, Wannes Meert, Yves Mollet +4
Machine failures decrease up-time and can lead to extra repair costs or even to human casualties and environmental pollution. Recent condition monitoring techniques use artificial…