Publications of Philipp Frank

Westerkamp, M.; Roth, J.; Frank, P.; Handley, W.; Ensslin, T.: Towards a Field-Based Bayesian Evidence Inference from Nested Sampling Data. ENTROPY 26 (11), 930 (2024)

Roth, J.; Frank, P.; Bester, H. L.; Smirnov, O. M.; Westermann, R.; Ensslin, T. A.: fast-resolve: Fast Bayesian radio interferometric imaging. ASTRONOMY & ASTROPHYSICS 690, A387 (2024)

Hutschenreuter, S.; Haverkorn, M.; Frank, P.; Raycheva, N. C.; Ensslin, T. A.: Disentangling the Faraday rotation sky. ASTRONOMY & ASTROPHYSICS 690, A314 (2024)

Tsouros, A.; Bendre, A. B.; Edenhofer, G.; Ensslin, T.; Frank, P.; Mastorakis, M.; Pavlidou, V.: Nonparametric Bayesian reconstruction of Galactic magnetic fields using information field theory: The inclusion of line-of-sight information in ultrahigh-energy cosmic-ray backtracing. ASTRONOMY & ASTROPHYSICS 690, A102 (2024)

Edenhofer, G.; Zucker, C.; Frank, P.; Saydjari, A. K.; Speagle, J. S.; Finkbeiner, D.; Enßlin, T. A.: A parsec-scale Galactic 3D dust map out to 1.25 kpc from the Sun. Astronomy and Astrophysics 685, A82 (2024)

Enßlin, T.; Weidinger, C.; Frank, P.: Attention to Entropic Communication. Annalen der Physik 536 (7), 2300334 (2024)

Rüstig, J.; Guardiani, M.; Roth, J.; Frank, P.; Enßlin, T.: Introducing LensCharm - A charming Bayesian strong lensing reconstruction framework. Astronomy and Astrophysics 682, A146 (2024)

Scheel-Platz, L. I.; Knollmüller, J.; Arras, P.; Frank, P.; Reinecke, M.; Jüstel, D.; Enßlin, T. A.: Multicomponent imaging of the Fermi gamma-ray sky in the spatio-spectral domain. Astronomy and Astrophysics 680, A2 (2023)

Eberle, V.; Frank, P.; Stadler, J.; Streit, S.; Enßlin, T.: Butterfly transforms for efficient representation of spatially variant point spread functions in Bayesian imaging. Entropy 25 (4), 652 (2023)

Guardiani, M.; Frank, P.; Kostić, A.; Edenhofer, G.; Roth, J.; Uhlmann, B.; Enßlin, T.: Causal, Bayesian, & non-parametric modeling of the SARS-CoV-2 viral load distribution vs. patient’s age. PLoS ONE 17 (10), e0275011 (2022)

Arras, P.; Frank, P.; Haim, P.; Knollmüller, J.; Leike, R.; Reinecke, M.; Enßlin, T.: Variable structures in M87(star) from space, time and frequency resolved interferometry. Nature astronomy 2022 (2022)

Zacherl, J.; Frank, P.; Enßlin, T. A.: Probabilistic autoencoder using Fisher information. Entropy 23 (12), 1640 (2021)

Frank, P.; Leike, R.; Ensslin, T. A.: Geometric variational inference. Entropy 23 (7), 853 (2021)

Milosevic, S.; Frank, P.; Leike, R. H.; Müller, A.; Ensslin, T. A.: Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders. Astronomy and Astrophysics 650, A100 (2021)

Frank, P.; Leike, R.; Ensslin, T. A.: Field dynamics inference for local and causal interactions. Annalen der Physik 533, 2000486 (2021)

Arras, P.; Frank, P.; Leike, R.; Westermann, R.; Enßlin, T. A.: Unified radio interferometric calibration and imaging with joint uncertainty quantification. Astronomy and Astrophysics 627, A134 (2019)

Steininger, T.; Dixit, J.; Frank, P.; Greiner, M.; Hutschenreuter, S.; Knollmüller, J.; Leike, R.; Porqueres, N.; Pumpe, D.; Reinecke, M. et al.; Šraml, M.; Varady, C.; Enßlin, T.: NIFTy 3 – Numerical Information Field Theory: A Python framework for multicomponent signal inference on HPC clusters. Annalen der Physik 531 (3), 1800290 (2019)

Müller, A.; Hackstein, M.; Greiner, M.; Frank, P.; Bomans, D. J.; Dettmar, R.-J.; Enßlin, T.: Sharpening up Galactic all-sky maps with complementary data - A machine learning approach. Astronomy and Astrophysics 620, A64 (2018)

Frank, P.; Steininger, T.; Enßlin, T. A.: Field dynamics inference via spectral density estimation. Physical Review E 96 (5), 052104 (2017)

Frank, P.; Jasche, J.; Enßlin, T. A.: SOMBI: Bayesian identification of parameter relations in unstructured cosmological data. Astronomy & Astrophysics 595, A75, pp. 1 - 18 (2016)