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Simulation-Based Inference with Neural Posterior Estimation applied to X-ray spectral fitting Demonstration of working principles down to the Poisson regime

D Barret, S Dupourqué - arXiv preprint arXiv:2401.06061, 2024 - arxiv.org
Astrophysics paper astro-ph.IM Suggest

… The Simulation-Based Inference approach emulates the traditional Bayesian inference approach. When assessing the parameters of a model, one first defines prior …

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BibTeX

@misc{barret2024simulationbased,
title={Simulation-Based Inference with Neural Posterior Estimation applied to X-ray spectral fitting Demonstration of working principles down to the Poisson regime},
author={Didier Barret and Simon Dupourqué},
year={2024},
eprint={2401.06061},
archivePrefix={arXiv},
primaryClass={id='astro-ph.IM' full_name='Instrumentation and Methods for Astrophysics' is_active=True alt_name=None in_archive='astro-ph' is_general=False description='Detector and telescope design, experiment proposals. Laboratory Astrophysics. Methods for data analysis, statistical methods. Software, database design'}
}

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