AALF: Almost Always Linear Forecasting.
CoRR, 2024
Online Explainable Forecasting using Regions of Competence.
Proceedings of the Workshop on Explainable AI for Time Series and Data Streams (TempXAI 2024) co-located with The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2024), 2024
Federated Time Series Classification with ROCKET features.
Proceedings of the 32nd European Symposium on Artificial Neural Networks, 2024
Energy Efficiency Considerations for Popular AI Benchmarks.
CoRR, 2023
Explainable Quantum Machine Learning.
CoRR, 2023
Harnessing Prior Knowledge for Explainable Machine Learning: An Overview.
Proceedings of the 2023 IEEE Conference on Secure and Trustworthy Machine Learning, 2023
Online Deep Hybrid Ensemble Learning for Time Series Forecasting.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023
An Empirical Evaluation of the Rashomon Effect in Explainable Machine Learning.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023
Shapley Values with Uncertain Value Functions.
Proceedings of the Advances in Intelligent Data Analysis XXI, 2023
Explainable Adaptive Tree-based Model Selection for Time-Series Forecasting.
Proceedings of the IEEE International Conference on Data Mining, 2023
Explainable online ensemble of deep neural network pruning for time series forecasting.
Mach. Learn., 2022
Yes we care!-Certification for machine learning methods through the care label framework.
Frontiers Artif. Intell., 2022
A Unified Framework for Assessing Energy Efficiency of Machine Learning.
Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2022
SancScreen: Towards a Real-world Dataset for Evaluating Explainability Methods.
Proceedings of the LWDA 2022 Workshops: FGWM, 2022
Explainable Machine Learning with Prior Knowledge: An Overview.
CoRR, 2021
Explainable Online Deep Neural Network Selection Using Adaptive Saliency Maps for Time Series Forecasting.
Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021
Solving Abstract Reasoning Tasks with Grammatical Evolution.
Proceedings of the Conference "Lernen, 2020
Evaluation of the Application of Smart Glasses for Decentralized Control Systems in Logistics.
Proceedings of the 2019 IEEE Intelligent Transportation Systems Conference, 2019
Towards Complex Adaptive Control Systems for Human-Robot-Interaction in Intralogistics.
Proceedings of the 21st International Conference on Intelligent Transportation Systems, 2018