Publications of Philipp Frank

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)

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)

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