Work

GRB Progenitor Classification from Gamma-Ray Burst Prompt and Afterglow Observations

Year: 2024
Type: article
Abstract: Using an established classification technique, we leverage standard observations and analyses to predict the progenitors of gamma-ray bursts (GRBs). This technique, utilizing support vector machine statistics, provides a more nuanced prediction than the previous two-component Gaussian mixture in duration of the prompt gamma-ray emission. Based on further covariance testing from Fermi/Gamma Ray Burst Monitor, Swift/Burst Alert Telescope, and Swift/X-Ray Telescope data, we find that our classification based only on prompt emission properties gives perspective on the recent evidence that mergers and collapsars exist in both “long” and “short” GRB populations.
Language: English
Open Access status: gold
Estimated APC paid: $4,499
OpenAlex ID: W4403214602
FWCI: 1.144
Cites: 87
Cited by: 6
Related to: 10