Publications of Philipp Frank
All genres
Journal Article (15)
1.
Journal Article
682, A146 (2024)
Introducing LensCharm - A charming Bayesian strong lensing reconstruction framework. Astronomy and Astrophysics 2.
Journal Article
680, A2 (2023)
Multicomponent imaging of the Fermi gamma-ray sky in the spatio-spectral domain. Astronomy and Astrophysics 3.
Journal Article
25 (4), 652 (2023)
Butterfly transforms for efficient representation of spatially variant point spread functions in Bayesian imaging. Entropy 4.
Journal Article
17 (10), e0275011 (2022)
Causal, Bayesian, & non-parametric modeling of the SARS-CoV-2 viral load distribution vs. patient’s age. PLoS ONE 5.
Journal Article
2022 (2022)
Variable structures in M87(star) from space, time and frequency resolved interferometry. Nature astronomy 6.
Journal Article
23 (12), 1640 (2021)
Probabilistic autoencoder using Fisher information. Entropy 7.
Journal Article
23 (7), 853 (2021)
Geometric variational inference. Entropy 8.
Journal Article
650, A100 (2021)
Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders. Astronomy and Astrophysics 9.
Journal Article
533, 2000486 (2021)
Field dynamics inference for local and causal interactions. Annalen der Physik 10.
Journal Article
627, A134 (2019)
Unified radio interferometric calibration and imaging with joint uncertainty quantification. Astronomy and Astrophysics 11.
Journal Article
531 (3), 1800290 (2019)
NIFTy 3 – Numerical Information Field Theory: A Python framework for multicomponent signal inference on HPC clusters. Annalen der Physik 12.
Journal Article
620, A64 (2018)
Sharpening up Galactic all-sky maps with complementary data - A machine learning approach. Astronomy and Astrophysics 13.
Journal Article
96 (5), 052104 (2017)
Field dynamics inference via spectral density estimation. Physical Review E 14.
Journal Article
595, A75, pp. 1 - 18 (2016)
SOMBI: Bayesian identification of parameter relations in unstructured cosmological data. Astronomy & Astrophysics 15.
Journal Article
595, A75, pp. 1 - 18 (2016)
SOMBI: Bayesian identification of parameter relations in unstructured cosmological data. Astronomy & Astrophysics Conference Paper (1)
16.
Conference Paper
5 (1), 7, (2022)
Towards moment-constrained causal modeling. Physical Sciences Forum Thesis - PhD (1)
17.
Thesis - PhD
Approximate inference in astronomy. Dissertation, 166 pp., Ludwig Maximilians Universität München, München, Germany (2021)