Bayesian evidence for two companions orbiting HIP 5158
F. Feroz (Cambridge), S. T. Balan (Cambridge), M. P. Hobson, (Cambridge)

TL;DR
This paper uses Bayesian analysis of radial velocity data to confirm two companions orbiting HIP 5158, estimating their orbital parameters and masses, but with uncertainties about the nature of the second companion.
Contribution
It introduces a Bayesian framework to analyze RV data, confirming two companions and constraining their orbital parameters with probabilistic model comparison.
Findings
Two companions confirmed with high Bayesian probability
Orbital periods approximately 346 and 9018 days
Uncertainty remains whether the second is a planet or brown dwarf
Abstract
We present results of a Bayesian analysis of radial velocity (RV) data for the star HIP 5158, confirming the presence of two companions and also constraining their orbital parameters. Assuming Keplerian orbits, the two-companion model is found to be e^{48} times more probable than the one-planet model, although the orbital parameters of the second companion are only weakly constrained. The derived orbital periods are 345.6 +/- 2.0 d and 9017.8 +/- 3180.7 d respectively, and the corresponding eccentricities are 0.54 +/- 0.04 and 0.14 +/- 0.10. The limits on planetary mass (m \sin i) and semimajor axis are (1.44 +/- 0.14 M_{J}, 0.89 +/- 0.01 AU) and (15.04 +/- 10.55 M_{J}, 7.70 +/- 1.88 AU) respectively. Owing to large uncertainty on the mass of the second companion, we are unable to determine whether it is a planet or a brown dwarf. The remaining `noise' (stellar jitter) unaccounted for…
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