Cosmological Evolution of Fermi-LAT Gamma-ray Blazars Using Novel Nonparametric Methods
Houdun Zeng, Vah\'e Petrosian, Tingfeng Yi

TL;DR
This paper applies novel non-parametric statistical methods to analyze the cosmological evolution of gamma-ray blazars' luminosity function, revealing intrinsic luminosity correlations and contributions to the gamma-ray background.
Contribution
It introduces a new non-parametric approach dividing samples into sub-samples with different flux limits for unbiased evolution analysis.
Findings
Determined the gamma-ray luminosity function and its evolution for blazars.
Estimated the intrinsic correlation between gamma-ray and optical luminosities.
Quantified blazars' contribution to the extragalactic gamma-ray background.
Abstract
Multi-wavelength analyses of spectra of active galactic nuclei (AGNs) provide useful information on the physical processes in the accretion disk and jets of black holes. This, however, is limited to bright sources and may not represent the population as a whole. Another approach is through the investigation of the cosmological evolution of the luminosity function (LF) that shows varied evolution (luminosity and density) at different wavelengths. These differences and the correlations between luminosities can shed light on the Jet-accretion disk connection. Most such studies use forward fitting parametric methods that involve several functions and many parameters. We use non-parametric, non-binning methods developed by Efron and Petrosian, and Lynden-Bell, for obtaining unbiased description of the evolution of the LF, from data truncated by observational selection effects. We present…
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