K2 Variable Catalogue II: Machine Learning Classification of Variable Stars and Eclipsing Binaries in K2 Fields 0-4

D J Armstrong,J Kirk, K W F Lam,J Mccormac, H P Osborn, J Spake, S R Walker,D J A Brown,M H Kristiansen, D Pollacco,R G West,P J Wheatley

Monthly Notices of the Royal Astronomical Society(2016)

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摘要
We are entering an era of unprecedented quantities of data from current and planned survey telescopes. To maximize the potential of such surveys, automated data analysis techniques are required. Here we implement a new methodology for variable star classification, through the combination of Kohonen Self-Organizing Maps (SOMs, an unsupervised machine learning algorithm) and the more common Random F...
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关键词
methods: data analysis,techniques: photometric,catalogues,binaries: eclipsing,stars: variables: general
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