Generalized Decision Focused Learning under Imprecise Uncertainty-Theoretical Study.
CoRR, February, 2025
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks.
Neural Networks, 2025
Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification.
Proceedings of the Thirteenth International Conference on Learning Representations, 2025
Reliability evaluation of a multi-state system with dependent components and imprecise parameters: A structural reliability treatment.
Reliab. Eng. Syst. Saf., 2024
Credal Wrapper of Model Averaging for Uncertainty Estimation on Out-Of-Distribution Detection.
CoRR, 2024
Credal Deep Ensembles for Uncertainty Quantification.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
An introduction to optimization under uncertainty - A short survey.
CoRR, 2022
Computationally Efficient Optimization Method to Quantify the Required Surgical Accuracy for a Ligament Balanced TKA.
IEEE Trans. Biomed. Eng., 2021
Hybrid spatial uncertainty analysis for the estimation of imprecise failure probabilities in Laser Sintered PA-12 parts.
Comput. Math. Appl., 2019
A fast inverse approach for the quantification of set-theoretical uncertainty.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2019
Comparison of Bayesian and interval uncertainty quantification: Application to the AIRMOD test structure.
Proceedings of the 2017 IEEE Symposium Series on Computational Intelligence, 2017