Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Quantifying the Bayesian Evidence for a Planet in Radial Velocity Data   We present results from a data challenge posed to the radial velocity (RV)
community: namely, to quantify the Bayesian "evidence" for n={0,1,2,3} planets
in a set of synthetically generated RV datasets containing a range of planet
signals. Participating teams were provided the same likelihood function and set
of priors to use in their analysis. They applied a variety of methods to
estimate Z, the marginal likelihood for each n-planet model, including
cross-validation, the Laplace approximation, importance sampling, and nested
sampling. We found the dispersion in Z across different methods grew with
increasing n-planet models: ~3 for 0-planets, ~10 for 1-planet, ~100-1000 for
2-planets, and >10,000 for 3-planets. Most internal estimates of uncertainty in
Z for individual methods significantly underestimated the observed dispersion
across all methods. Methods that adopted a Monte Carlo approach by comparing
estimates from multiple runs yielded plausible uncertainties. Finally, two
classes of numerical algorithms (those based on importance and nested samplers)
arrived at similar conclusions regarding the ratio of Zs for n and (n+1)-planet
models. One analytic method (the Laplace approximation) demonstrated comparable
performance. We express both optimism and caution: we demonstrate that it is
practical to perform rigorous Bayesian model comparison for <=3-planet models,
yet robust planet discoveries require researchers to better understand the
uncertainty in Z and its connections to model selection.

37
The categories of this paper are: supr-con
4
The categories of this paper are: cond-mat
24
The categories of this paper are: dg-ga
27
The categories of this paper are: comp-gas
2
The categories of this paper are: math
31
The categories of this paper are: ao-sci
16
The categories of this paper are: stat
25
The categories of this paper are: patt-sol
7
The categories of this paper are: hep-th
18
The categories of this paper are: econ
36
The categories of this paper are: cmp-lg
22
The categories of this paper are: chao-dyn
19
The categories of this paper are: eess
8
The categories of this paper are: hep-ex
1
The categories of this paper are: cs
20
The categories of this paper are: acc-phys