Seo-Won Chang
Yonsei University
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Featured researches published by Seo-Won Chang.
Astronomy and Astrophysics | 2014
Dae-Won Kim; Pavlos Protopapas; Coryn A. L. Bailer-Jones; Yong-Ik Byun; Seo-Won Chang; J.-B. Marquette; Min-Su Shin
The EPOCH (EROS-2 periodic variable star classification using machine learning) project aims to detect periodic variable stars in the EROS-2 light curve database. In this paper, we present the first result of the classification of periodic variable stars in the EROS-2 LMC database. To classify these variables, we first built a training set by compiling known variables in the Large Magellanic Cloud area from the OGLE and MACHO surveys. We crossmatched these variables with the EROS-2 sources and extracted 22 variability features from 28 392 light curves of the corresponding EROS-2 sources. We then used the random forest method to classify the EROS-2 sources in the training set. We designed the model to separate not only
The Astrophysical Journal | 2015
Seo-Won Chang; Yong-Ik Byun; J. D. Hartman
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The Astronomical Journal | 2012
Min-Su Shin; Hahn Yi; Dae-Won Kim; Seo-Won Chang; Yong-Ik Byun
Scuti stars, RR Lyraes, Cepheids, eclipsing binaries, and long-period variables, the superclasses, but also their subclasses, such as RRab, RRc, RRd, and RRe for RR Lyraes, and similarly for the other variable types. The model trained using only the superclasses shows 99% recall and precision, while the model trained on all subclasses shows 87% recall and precision. We applied the trained model to the entire EROS-2 LMC database, which contains about 29 million sources, and found 117 234 periodic variable candidates. Out of these 117 234 periodic variables, 55 285 have not been discovered by either OGLE or MACHO variability studies. This set comprises 1 906
The Astronomical Journal | 2015
Seo-Won Chang; Yong-Ik Byun; J. D. Hartman
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The Astronomical Journal | 2015
Seo-Won Chang; Yong-Ik Byun; J. D. Hartman
Scuti stars, 6 607 RR Lyraes, 638 Cepheids, 178 Type II Cepheids, 34 562 eclipsing binaries, and 11 394 long-period variables. A catalog of these EROS-2 LMC periodic variable stars will be available online at this http URL and at the CDS website (this http URL).
Proceedings of the International Astronomical Union | 2011
Seo-Won Chang; Yong-Ik Byun; Dae-Won Kim
Based on one-month long MMT time-series observations of the open cluster M37, we monitored light variations of nearly 2500 red dwarfs and successfully identified 420 flare events from 312 cluster M dwarf stars. For each flare light curve, we derived observational and physical parameters, such as flare shape, peak amplitude, duration, energy, and peak luminosity. We show that cool stars produce serendipitous flares energetic enough to be observed in the
The Astronomical Journal | 2013
Seo-Won Chang; Pavlos Protopapas; Dae-Won Kim; Yong-Ik Byun
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arXiv: Instrumentation and Methods for Astrophysics | 2018
Seo-Won Chang; Yong-Ik Byun; Min-Su Shin; Hahn Yi; Myung-Jin Kim; Hong-Kyu Moon; Young-Jun Choi; Sang-Mok Cha; Yong Seok Lee
-band, and their temporal and peak characteristics are almost the same as those in traditional
The Astronomical Journal | 2018
Min-Su Shin; Seo-Won Chang; Hahn Yi; Dae-Won Kim; Myung-Jin Kim; Yong-Ik Byun
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한국천문학회보 | 2016
Seo-Won Chang; Yong-Ik Byun; Myung-Jin Kim; Hong-Kyu Moon; Hong-Suh Yim; Min-Su Shin; Young-Woon Kang
-band observations. We also found many large-amplitude flares with inferred