Publications

Philipp Reiser, Paul-Christian Bürkner, und Anneli Guthke. Bayesian Surrogate Training on Multiple Data Sources: A Hybrid Modeling Strategy. 2024. [PUMA: myown publist] URL

Philipp Reiser, Javier Enrique Aguilar, Anneli Guthke, und Paul-Christian Bürkner. Uncertainty Quantification and Propagation in Surrogate-based Bayesian Inference. SIAM Conference on Uncertainty Quantification (UQ24), 2024. [PUMA: myown posterlist smdi]

Biagio Brattoli, Uta Büchler, Michael Dorkenwald, Philipp Reiser, Linard Filli, Fritjof Helmchen, Anna-Sophia Wahl, und Björn Ommer. Unsupervised behaviour analysis and magnification (uBAM) using deep learning. Nature Machine Intelligence, 2021. [PUMA: myown publist] URL

Philipp Reiser, Javier Enrique Aguilar, Anneli Guthke, und Paul-Christian Bürkner. Uncertainty Quantification and Propagation in Surrogate-based Bayesian Inference. arXiv preprint arXiv:2312.05153, ((submitted))2023. [PUMA: myown publist]

Philipp Reiser. Quantifying Uncertainty in Surrogate-based Bayesian Inference. Bayes Comp 2023, 2023. [PUMA: myown posterlist smdi]

Philipp Reiser, Javier Enrique Aguilar, Anneli Guthke, und Paul-Christian Bürkner. Quantifying Uncertainty in Surrogate-based Bayesian Inference. International Conference on Data-Integrated Simulation Science (SimTech2023), 2023. [PUMA: myown posterlist smdi]