Publications of Philipp Frank

Journal Article (15)

1.
Journal Article
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)
2.
Journal Article
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)
3.
Journal Article
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)
4.
Journal Article
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)
5.
Journal Article
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)
6.
Journal Article
Zacherl, J.; Frank, P.; Enßlin, T. A.: Probabilistic autoencoder using Fisher information. Entropy 23 (12), 1640 (2021)
7.
Journal Article
Frank, P.; Leike, R.; Ensslin, T. A.: Geometric variational inference. Entropy 23 (7), 853 (2021)
8.
Journal Article
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)
9.
Journal Article
Frank, P.; Leike, R.; Ensslin, T. A.: Field dynamics inference for local and causal interactions. Annalen der Physik 533, 2000486 (2021)
10.
Journal Article
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)
11.
Journal Article
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)
12.
Journal Article
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)
13.
Journal Article
Frank, P.; Steininger, T.; Enßlin, T. A.: Field dynamics inference via spectral density estimation. Physical Review E 96 (5), 052104 (2017)
14.
Journal Article
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)
15.
Journal Article
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)

Conference Paper (1)

16.
Conference Paper
Guardiani, M.; Frank, P.; Kostić, A.; Enßlin, T.: Towards moment-constrained causal modeling. Physical Sciences Forum 5 (1), 7, (2022)

Thesis - PhD (1)

17.
Thesis - PhD
Frank, P. F.: Approximate inference in astronomy. Dissertation, 166 pp., Ludwig Maximilians Universität München, München, Germany (2021)
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