Bayesian model comparison in cosmology
Abstract
The standard Bayesian model formalism comparison cannot be applied to most cosmological models as they lack well-motivated parameter priors. However, if the data-set being used is separable, then it is possible to use some of the data to obtain the necessary parameter distributions, the rest of the data being retained for model comparison. While such methods are not fully prescriptive, they provide a route to applying Bayesian model comparison in cosmological situations where it could not otherwise be used.
- Publication:
-
Statistical Challenges in 21st Century Cosmology
- Pub Date:
- May 2014
- DOI:
- 10.1017/S1743921314013908
- Bibcode:
- 2014IAUS..306....5M
- Keywords:
-
- methods: statistical;
- cosmology: cosmological parameters