On the use of C-stat in testing models for X-ray spectra
Abstract
Context. It has been shown that for the analysis of X-ray spectra the C-statistic, contrary to the χ2-statistic, provides unbiased estimates of the model parameters and their uncertainty ranges.
Aims: However, it is often stated that the C-statistic cannot be used to carry out statistical tests on the goodness of fit of the model, and therefore several investigations are still based on χ2-statistics.
Methods: Here we show that it is straightforward to calculate the expected value and variance of the C-statistic so that it can be used in tests.
Results: We provide formulae and simple numerical approximations to evaluate these expected values and variances. We also give examples indicating that tests based on only the expected value and variance of the C-statistic are reliable for spectra even with only 30 counts.
Conclusions: The C-statistic can be used for statistical tests such as assessing the goodness of fit of a spectral model.
- Publication:
-
Astronomy and Astrophysics
- Pub Date:
- September 2017
- DOI:
- 10.1051/0004-6361/201629319
- arXiv:
- arXiv:1707.09202
- Bibcode:
- 2017A&A...605A..51K
- Keywords:
-
- instrumentation: spectrographs;
- methods: data analysis;
- methods: statistical;
- X-rays: general;
- Astrophysics - High Energy Astrophysical Phenomena;
- Astrophysics - Instrumentation and Methods for Astrophysics
- E-Print:
- 4 pages, 3 figures, accepted for publication in Astronomy and Astrophysics