Publications of Philipp Frank
All genres
Journal Article (11)
1.
Journal Article
2022 (2022)
Variable structures in M87(star) from space, time and frequency resolved interferometry. Nature astronomy 2.
Journal Article
23 (12), 1640 (2021)
Probabilistic autoencoder using Fisher information. Entropy 3.
Journal Article
23 (7), 853 (2021)
Geometric variational inference. Entropy 4.
Journal Article
650, A100 (2021)
Bayesian decomposition of the Galactic multi-frequency sky using probabilistic autoencoders. Astronomy and Astrophysics 5.
Journal Article
533, 2000486 (2021)
Field dynamics inference for local and causal interactions. Annalen der Physik 6.
Journal Article
627, A134 (2019)
Unified radio interferometric calibration and imaging with joint uncertainty quantification. Astronomy and Astrophysics 7.
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 8.
Journal Article
620, A64 (2018)
Sharpening up Galactic all-sky maps with complementary data - A machine learning approach. Astronomy and Astrophysics 9.
Journal Article
96 (5), 052104 (2017)
Field dynamics inference via spectral density estimation. Physical Review E 10.
Journal Article
595, A75, pp. 1 - 18 (2016)
SOMBI: Bayesian identification of parameter relations in unstructured cosmological data. Astronomy & Astrophysics 11.
Journal Article
595, A75, pp. 1 - 18 (2016)
SOMBI: Bayesian identification of parameter relations in unstructured cosmological data. Astronomy & Astrophysics Thesis - PhD (1)
12.
Thesis - PhD
Approximate inference in astronomy. Dissertation, 166 pp., Ludwig Maximilians Universität München, München, Germany (2021)