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### What is this?
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This is a repository of a project to investigate the influence of the selection of kernels
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- for Gaussian processes on the process of modeling light curves of different objects from
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- the Kepler Archive. For more information on the research, see the
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+ for [ Gaussian processes] ( https://en.wikipedia.org/wiki/Gaussian_process ) on the process of
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+ modeling light curves of different objects from the
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+ [ Kepler Archive] ( https://archive.stsci.edu/kepler/data_search/search.php ) . For more
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+ information on the research, see the
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[ online documentation] ( https://paveloom-c.github.io/GPKernels ) .
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### Wait, why isn't this branch called ` master ` /` main ` ?
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# Specify the pages on the left side
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pages = [
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" Home" => " index.md" ,
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+ " IDs" => " ids.md" ,
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" Notebooks" => [
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" $preamble " => pushfirst! (
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map (
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+ # [ Object and model identifiers] (@id IDs)
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+
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+ ### Objects
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+
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+ * [ KIC 1430163] ( https://archive.stsci.edu/kepler/data_search/search.php?target=1430163&action=Search&outputformat=HTML_Table ) :
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+ * [ 5th quarter] ( https://archive.stsci.edu/kepler/preview.php?type=lc&dsn=KPLR001430163-2010174085026 )
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+
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+ ### Models
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+
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+ * EQP (Exponentiated Quadratic Periodic):
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+
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+ ``` math
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+ k(\tau) = A \exp\left(-\frac{1}{2}\frac{\tau^2}{l^2}\right) \cos\left(\frac{2 \pi \tau}{P}\right) + \sigma^2 \delta(\tau)
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+ ```
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# GPKernels
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- This work is in progress.
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+ ### What is this?
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+
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+ This is the documentation of a project to investigate the influence of the selection of
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+ kernels for [ Gaussian processes] ( https://en.wikipedia.org/wiki/Gaussian_process ) on the
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+ process of modeling light curves of different objects from the
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+ [ Kepler Archive] ( https://archive.stsci.edu/kepler/data_search/search.php ) . For a look under
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+ the hood, visit the [ project repository] ( https://github.com/paveloom-c/GPKernels ) .
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+
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+ ### What objects?
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+
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+ These are the [ F-type stars] ( https://en.wikipedia.org/wiki/F-type_main-sequence_star )
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+ mentioned in the paper
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+ [ Mathur et al. (2014)] ( https://www.mendeley.com/catalogue/6be7d4d7-360f-3acb-9fc5-941020e088da/ ) .
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+ They have published rotation periods, which are interesting to use when testing models. See
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+ more about object identifiers on the [ ` IDs ` ] (@ref IDs) page.
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+
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+ ### Models, huh? What do they look like?
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+
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+ Essentially it's a combination of a periodic kernel, some kernel adding attenuation,
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+ and white noise. That is, these are models of a quasi-periodic process. See the
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+ [ ` IDs ` ] (@ref IDs) page for a complete list of models used.
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+
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+ ### What do I do next from here?
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+
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+ Well, there's a section on the sidebar with all the notebooks, maybe that's worth checking
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+ out.
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