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Revealing hidden repeaters in the CHIME/FRB catalogue: semisupervised insights into the fast radio burst population
N. Mankatwit, P. Thongkonsing, S. Loekkesee et al., 2025. Monthly Notices of the Royal Astronomical Society 545(3), staf2178.
Semi-supervised classification (UMAP with five voting classifiers) of CHIME bursts finds dispersion measure, peak frequency and fluence the most discriminating features and flags 36 apparent one-off sources as repeater candidates.
What it's used for here
The machine-learning case that some non-repeaters are unrecognised repeaters.
Cited by on this site 2 records
Cite it
Mankatwit, N., Thongkonsing, P., Loekkesee, S., Chainakun, P., Luangtip, W., & Sanpa-arsa, S. (2025). Revealing hidden repeaters in the CHIME/FRB catalogue: semisupervised insights into the fast radio burst population. Monthly Notices of the Royal Astronomical Society 545(3), staf2178. https://doi.org/10.1093/mnras/staf2178
@article{mankatwit2025revealing,
author = {Mankatwit, N. and Thongkonsing, P. and Loekkesee, S. and Chainakun, P. and Luangtip, W. and Sanpa-arsa, S.},
title = {Revealing hidden repeaters in the CHIME/FRB catalogue: semisupervised insights into the fast radio burst population},
journal = {Monthly Notices of the Royal Astronomical Society 545(3), staf2178},
year = {2025},
doi = {10.1093/mnras/staf2178},
url = {https://doi.org/10.1093/mnras/staf2178}
}TY - JOUR TI - Revealing hidden repeaters in the CHIME/FRB catalogue: semisupervised insights into the fast radio burst population AU - Mankatwit, N. AU - Thongkonsing, P. AU - Loekkesee, S. AU - Chainakun, P. AU - Luangtip, W. AU - Sanpa-arsa, S. PY - 2025 JO - Monthly Notices of the Royal Astronomical Society 545(3), staf2178 DO - 10.1093/mnras/staf2178 UR - https://doi.org/10.1093/mnras/staf2178 ER -
Mankatwit, N. et al.. “Revealing hidden repeaters in the CHIME/FRB catalogue: semisupervised insights into the fast radio burst population.” Monthly Notices of the Royal Astronomical Society 545(3), staf2178 (2025). https://doi.org/10.1093/mnras/staf2178.