English

SED fitting with MCMC: methodology and application to large galaxy surveys

Cosmology and Nongalactic Astrophysics 2015-06-03 v3

Abstract

We present GalMC (Acquaviva et al 2011), our publicly available Markov Chain Monte Carlo algorithm for SED fitting, show the results obtained for a stacked sample of Lyman Alpha Emitting galaxies at z ~ 3, and discuss the dependence of the inferred SED parameters on the assumptions made in modeling the stellar populations. We also introduce SpeedyMC, a version of GalMC based on interpolation of pre-computed template libraries. While the flexibility and number of SED fitting parameters is reduced with respect to GalMC, the average running time decreases by a factor of 20,000, enabling SED fitting of each galaxy in about one second on a 2.2GHz MacBook Pro laptop, and making SpeedyMC the ideal instrument to analyze data from large photometric galaxy surveys.

Cite

@article{arxiv.1111.4243,
  title  = {SED fitting with MCMC: methodology and application to large galaxy surveys},
  author = {Viviana Acquaviva and Eric Gawiser and Lucia Guaita},
  journal= {arXiv preprint arXiv:1111.4243},
  year   = {2015}
}

Comments

Proceedings of the IAU Symposium 284, "The Spectral Energy Distribution of galaxies"; typos fixed; refs added

R2 v1 2026-06-21T19:37:51.515Z