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astro-ph.IM2018
Scalable Solutions for Automated Single Pulse Identification and Classification in Radio Astronomy
Thomas Devine, Katerina Goseva-Popstojanova, Di Pang
Data collection for scientific applications is increasing exponentially and is forecasted to soon reach peta- and exabyte scales. Applications which process and analyze scientific…
astro-ph.IM2018
A novel single-pulse search approach to detection of dispersed radio pulses using clustering and supervised machine learning
Di Pang, Katerina Goseva-Popstojanova, Thomas Devine +1
We present a novel two-stage approach which combines unsupervised and supervised machine learning to automatically identify and classify single pulses in radio pulsar search data.…
astro-ph.IM2016
Detection of Dispersed Radio Pulses: A machine learning approach to candidate identification and classification
Thomas Devine, Katerina Goseva-Popstojanova, Maura McLaughlin
Searching for extraterrestrial, transient signals in astronomical data sets is an active area of current research. However, machine learning techniques are lacking in the literatur…