50 citations · 51 across the 2 of their papers we have counts for
3 papers
astro-ph.SR2020★ 1 cited
RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks
J. Emmanuel Johnson, Sairam Sundaresan, Tansu Daylan +6
Magnetic activity in stars manifests as dark spots on their surfaces that modulate the brightness observed by telescopes. These light curves contain important information on stella…
astro-ph.IM2020
Density Based Outlier Scoring on Kepler Data
Daniel Giles, Lucianne Walkowicz
In the present era of large scale surveys, big data presents new challenges to the discovery process for anomalous data. Such data can be indicative of systematic errors, extreme (…
astro-ph.IM2018★ 50 cited
Systematic Serendipity: A Test of Unsupervised Machine Learning as a Method for Anomaly Detection
Daniel Giles, Lucianne Walkowicz
Advances in astronomy are often driven by serendipitous discoveries. As survey astronomy continues to grow, the size and complexity of astronomical databases will increase, and the…