Data Challenges as a Tool for Time-domain Astronomy
Abstract
Data challenges are emerging as powerful tools with which to answer fundamental astronomical questions. Time-domain astronomy lends itself to data challenges, particularly in the era of classification and anomaly detection. With improved sensitivity of wide-field surveys in optical and radio wavelengths from surveys like the Large Synoptic Survey Telescope (LSST) and the Canadian Hydrogen Intensity Mapping Experiment, we are entering the large-volume era of transient astronomy. We highlight some recent time-domain challenges, with particular focus on the Photometric LSST Astronomical Time series Classification Challenge, and describe metrics used to evaluate the performance of those entering data challenges.
- Publication:
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Publications of the Astronomical Society of the Pacific
- Pub Date:
- November 2019
- DOI:
- arXiv:
- arXiv:1908.10540
- Bibcode:
- 2019PASP..131k8001H
- Keywords:
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- Astrophysics - Instrumentation and Methods for Astrophysics;
- Astrophysics - Cosmology and Nongalactic Astrophysics
- E-Print:
- Accepted for publication in the Publications of the Astronomical Society of the Pacific as part of a 'Focus on Tools and Techniques for Time-domain Astronomy'