Light-curve classification with recurrent neural networks for GOTO: dealing with imbalanced data
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Title
Light-curve classification with recurrent neural networks for GOTO: dealing with imbalanced data
Authors
Keywords
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Journal
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY
Volume 505, Issue 3, Pages 4345-4361
Publisher
Oxford University Press (OUP)
Online
2021-05-27
DOI
10.1093/mnras/stab1545
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- GLADE: A galaxy catalogue for multimessenger searches in the advanced gravitational-wave detector era
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- A kilonova as the electromagnetic counterpart to a gravitational-wave source
- (2017) S. J. Smartt et al. NATURE
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- Early spectra of the gravitational wave source GW170817: Evolution of a neutron star merger
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- (2017) M. R. Drout et al. SCIENCE
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- (2017) D. A. Coulter et al. SCIENCE
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- (2015) D. E. Wright et al. MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY
- Deep learning
- (2015) Yann LeCun et al. NATURE
- THE MAN BEHIND THE CURTAIN: X-RAYS DRIVE THE UV THROUGH NIR VARIABILITY IN THE 2013 ACTIVE GALACTIC NUCLEUS OUTBURST IN NGC 2617
- (2014) B. J. Shappee et al. ASTROPHYSICAL JOURNAL
- Advanced Virgo: a second-generation interferometric gravitational wave detector
- (2014) F Acernese et al. CLASSICAL AND QUANTUM GRAVITY
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- LIGO: the Laser Interferometer Gravitational-Wave Observatory
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