Identifying radio active galactic nuclei among radio-emitting galaxies
Dorota Kozie{\l}-Wierzbowska, Natalia Vale Asari, Gra\.zyna, Stasi\'nska, Fabio R. Herpich, Marek Sikora, Natalia \.Zywucka, Arti Goyal

TL;DR
This paper introduces two new diagnostics, MIRAD and DLM, for identifying radio active galactic nuclei in galaxies using radio, infrared, and optical data, achieving high classification accuracy.
Contribution
It presents novel, empirical diagnostics that classify radio AGNs with high accuracy without requiring optical spectra or emission line data.
Findings
MIRAD and DLM diagnostics classify 99.5% of extended radio sources as AGNs.
Radio AGNs are mostly found in elliptical galaxies with massive black holes.
Most radio-AGN classified sources are optically weak or retired galaxies.
Abstract
Basing our analysis on ROGUE I, a catalog of over 32,000 radio sources associated with optical galaxies, we provide two diagnostics to select the galaxies where the radio emission is due to an active galactic nucleus (AGN). Each of these diagnostics can be applied independently. The first one, dubbed MIRAD, compares the flux in the mid-infrared band of the WISE telescope, with the radio flux at 1.4 GHz, . MIRAD requires no optical spectra. The second diagnostic, dubbed DLM, relates the 4000 \AA\ break strength, , with the radio luminosity per unit stellar mass. The DLM diagram has already been used in the past, but not as standalone. For these two diagrams, we propose simple, empirical dividing lines that result in the same classification for the objects in common. These lines correctly classify as radio-AGN 99.5 percent of the extended radio…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
