46 citations · 145 across the 6 of their papers we have counts for
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astro-ph.IM2019★ 46 cited
Active Anomaly Detection for time-domain discoveries
Emille E. O. Ishida, Matwey V. Kornilov, Konstantin L. Malanchev +7
We present the first evidence that adaptive learning techniques can boost the discovery of unusual objects within astronomical light curve data sets. Our method follows an active l…
cs.LG2019★ 14 cited
Effectiveness of Tree-based Ensembles for Anomaly Discovery: Insights, Batch and Streaming Active Learning
Shubhomoy Das, Md Rakibul Islam, Nitthilan Kannappan Jayakodi +1
In many real-world AD applications including computer security and fraud prevention, the anomaly detector must be configurable by the human analyst to minimize the effort on false…