Machine Learning for the Zwicky Transient Facility

The Zwicky Transient Facility is a large optical survey in multiple filters producing hundreds of thousands of transient alerts per night. We describe here various machine learning (ML) implementations and plans to make the maximal use of the large data set by taking advantage of the temporal nature...

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Veröffentlicht in:	arXiv.org 2019-02
Hauptverfasser:	Mahabal, Ashish, Rebbapragada, Umaa, Walters, Richard, Masci, Frank J, Blagorodnova, Nadejda, Jan van Roestel, Quan-Zhi Ye, Biswas, Rahul, Burdge, Kevin, Chan-Kao, Chang, Duev, Dmitry A, V Zach Golkhou, Miller, Adam A, Nordin, Jakob, Ward, Charlotte, Adams, Scott, Bellm, Eric C, Branton, Doug, Bue, Brian, Cannella, Chris, Connolly, Andrew, Dekany, Richard, Feindt, Ulrich, Hung, Tiara, tson, Lucy, Frederick, Sara, Fremling, C, Gezari, Suvi, Graham, Matthew, Groom, Steven, Kasliwal, Mansi M, Kulkarni, Shrinivas, Kupfer, Thomas, Hsing Wen Lin, Lintott, Chris, Lunnan, Ragnhild, Parejko, John, Prince, Thomas A, Riddle, Reed, Rusholme, Ben, Saunders, Nicholas, Sedaghat, Nima, Shupe, David L, Singer, Leo P, Soumagnac, Maayane T, Szkody, Paula, Tachibana, Yutaro, Tirumala, Kushal, Sjoert van Velzen, Wright, Darryl
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial intelligence Asteroid detection Asteroids Feature extraction Galaxies Light curve Machine learning Physics - Instrumentation and Methods for Astrophysics
Online-Zugang:	Volltext
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