A Unifying View of Sparse Approximate Gaussian Process Regression

• Adaptation Using Spatially Distributed Gaussian Processes

  2025 Journal of the American Statistical Association article Computer Science Gaussian Processes and Bayesian Inference Open access

  0

  citations
• Learning Battery Model Parameter Dynamics From Data With Recursive Gaussian Process Regression

  2025 Journal of Dynamic Systems Measurement and Control article Engineering Advanced Battery Technologies Research Open access

  15

  citations
• Real-life data-driven model predictive control for building energy systems comparing different machine learning models

  2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

  71

  citations
• Identifying the validity domain of machine learning models in building energy systems

  2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

  16

  citations
• Real-Life Data-Driven Model Predictive Control for Building Energy Systems Comparing Different Machine Learning Models

  2023 SSRN Electronic Journal preprint Engineering Building Energy and Comfort Optimization Open access

  3

  citations
• Structured learning of rigid‐body dynamics: A survey and unified view from a robotics perspective

  2021 GAMM-Mitteilungen article Computer Science Reinforcement Learning in Robotics Open access

  25

  citations
• Joint state and dynamics estimation with high-gain observers and Gaussian process models

  2021 Proceedings of the ... American Control Conference/Proceedings of the American Control Conference conference-paper Engineering Control Systems and Identification

  10

  citations
• Joint State and Dynamics Estimation With High-Gain Observers and Gaussian Process Models

  2020 IEEE Control Systems Letters article Engineering Control Systems and Identification Open access

  7

  citations

8 results