SIMBAD references

2012MNRAS.426.2228K - Mon. Not. R. Astron. Soc., 426, 2228-2238 (2012/November-1)

A Bayesian algorithm for model selection applied to caustic-crossing binary-lens microlensing events.

KAINS N., BROWNE P., HORNE K., HUNDERTMARK M. and CASSAN A.

Abstract (from CDS):

We present a full Bayesian algorithm designed to perform automated searches of the parameter space of caustic-crossing binary-lens microlensing events. This builds on previous work implementing priors derived from Galactic models and geometrical considerations. The geometrical structure of the priors divides the parameter space into well-defined boxes that we explore with multiple Monte Carlo Markov Chains. We outline our Bayesian framework and test our automated search scheme using two data sets: a synthetic light curve, and the observations of OGLE-2007-BLG-472 that we analysed in previous work. For the synthetic data, we recover the input parameters. For OGLE-2007-BLG-472 we find that while χ2 is minimized for a planetary mass-ratio model with extremely long time-scale, the introduction of priors and minimization of the Bayesian information criterion, rather than χ2, favour a more plausible lens model, a binary star with components of 0.78 and 0.11 M☉ at a distance of 6.3kpc, compared to our previous result of 1.50 and 0.12M☉ at a distance of 1kpc.

Abstract Copyright: © 2012 The Authors Monthly Notices of the Royal Astronomical Society © 2012 RAS

Journal keyword(s): methods: data analysis - methods: statistical - Galaxy: bulge

Simbad objects: 2

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