Statistical Aspects of X-ray Spectral Analysis
Abstract
This handbook chapter gives a modern introduction to spectral analysis of celestial X-ray sources. Concepts presented include the instrumentation response, the linear modelling approximation, Poisson count statistics and the Gaussian approximation, data re-binning, visualisation techniques, handling backgrounds, Bayesian and frequentist viewpoints, uncertainty quantification of model parameters, model checking, model comparison, and inferring population distributions. Realistic hands-on example exercises with accompanying data files and code are included to apply the theoretical concepts in practice.
- Publication:
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arXiv e-prints
- Pub Date:
- September 2023
- DOI:
- 10.48550/arXiv.2309.05705
- arXiv:
- arXiv:2309.05705
- Bibcode:
- 2023arXiv230905705B
- Keywords:
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- Astrophysics - High Energy Astrophysical Phenomena;
- Astrophysics - Instrumentation and Methods for Astrophysics
- E-Print:
- Invited chapter for the edited book Handbook of X-ray and Gamma-ray Astronomy (Eds. A. Santangelo, C. Bambi, Springer)