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Quasi-Periodic Gaussian Process Rotation Period Posterior Samples Of Kepler Light Curves.

Authors: Angus, Ruth; Morton, Timothy; Aigrain, Suzanne; Foreman-Mackey, Daniel; Rajpaul, Vinesh;

Quasi-Periodic Gaussian Process Rotation Period Posterior Samples Of Kepler Light Curves.

Abstract

.h5 files containing light curves, hyperparameter priors, period priors and posterior samples for the QP-GP rotation period model in Angus, Morton, Aigrain, Foreman-Mackey & Rajpaul (2017). koi_results_02_15.tgz contains posterior samples for 1132 Kepler objects of interest. results_acfprior_02_16.tgz contains posterior samples for 998 simulated light curves (previously published in Aigrain et al., 2015: https://arxiv.org/abs/1504.04029) with an ACF-based prior. results_noprior_02_16.tgz contains posterior samples for 997 simulated light curves (previously published in Aigrain et al., 2015) with an uninformative prior. To load the samples in python: >>> df = pd.read_hdf("<filename>", key="samples") >>> ln_period_samples = df.ln_period >>> ln_A_samples = df.ln_A >>> ln_l_samples = df.ln_l >>> ln_G_samples = df.ln_G >>> ln_sigma_samples = df.ln_sigma

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Keywords

Semi-parametric, Astronomy, Data analysis, Probabilistic, Posterior, Light curves, Astrophysics, Non-parametric, Rotation periods, Bayesian, Stars, Quasi-periodic, Samples, Inference, Probability density function, Kepler, Gaussian process

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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