NIFTy 3 – Numerical Information Field Theory: A Python Framework for Multicomponent Signal Inference on HPC Clusters

T Steininger, J Dixit, P Frank, M Greiner… - Annalen der …, 2019 - Wiley Online Library
Abstract NIFTy,“Numerical Information Field Theory,” is a software framework designed to
ease the development and implementation of field inference algorithms. Field equations are …

Bayesian inference for radio observations

M Lochner, I Natarajan, JTL Zwart… - Monthly Notices of …, 2015 - academic.oup.com
New telescopes like the Square Kilometre Array (SKA) will push into a new sensitivity
regime and expose systematics, such as direction-dependent effects, that could previously …

Stochastic determination of matrix determinants

S Dorn, TA Enßlin - Physical Review E, 2015 - APS
Matrix determinants play an important role in data analysis, in particular when Gaussian
processes are involved. Due to currently exploding data volumes, linear operations …

Operator calculus for information field theory

RH Leike, TA Enßlin - Physical Review E, 2016 - APS
Signal inference problems with non-Gaussian posteriors can be hard to tackle. Through
using the concept of Gibbs free energy these posteriors are rephrased as Gaussian …

Correlated signal inference by free energy exploration

TA Enßlin, J Knollmüller - arXiv preprint arXiv:1612.08406, 2016 - arxiv.org
The inference of correlated signal fields with unknown correlation structures is of high
scientific and technological relevance, but poses significant conceptual and numerical …

Bayesian inference of early-universe signals

S Dorn - 2016 - edoc.ub.uni-muenchen.de
Abstract (EN). This thesis focuses on the development and application of Bayesian inference
techniques for early-Universe signals and on the advancement of mathematical tools for …

[PDF][PDF] Rekonstruktion des Magnetfeldes der Milchstraße Reconstructing the Galactic Magnetic Field

T Steininger - core.ac.uk
Our solar system is part of the Milky Way, a spiral galaxy, illustrated in Fig. 1. 1. The shape of
spiral galaxies is dominated by a disk, which typically possesses several spiral arms and …

Reconstructing the galactic magnetic field

T Steininger - 2018 - edoc.ub.uni-muenchen.de
Diese Dissertation befasst sich mit der Rekonstruktion des Magnetfeldes der Milchstraße
(GMF für Galaktisches Magnetfeld). Eine genaue Beschreibung des Magnetfeldes ist für …