Emission-line strengths for 129 galaxies Virtual Observatory Resource

Authors
  1. Speagle J.S.
  2. Eisenstein D.J.
  3. Published by
    CDS
Abstract

We propose a method to substantially increase the flexibility and power of template fitting-based photometric redshifts by transforming a large number of galaxy spectral templates into a corresponding collection of 'fuzzy archetypes' using a suitable set of perturbative priors designed to account for empirical variation in dust attenuation and emission-line strengths. To bypass widely separated degeneracies in parameter space (e.g. the redshift-reddening degeneracy), we train self-organizing maps (SOMs) on large 'model catalogues' generated from Monte Carlo sampling of our fuzzy archetypes to cluster the predicted observables in a topologically smooth fashion. Subsequent sampling over the SOM then allows full reconstruction of the relevant probability distribution functions (PDFs). This combined approach enables the multimodal exploration of known variation among galaxy spectral energy distributions with minimal modelling assumptions. We demonstrate the power of this approach to recover full redshift PDFs using discrete Markov chain Monte Carlo sampling methods combined with SOMs constructed from Large Synoptic Survey Telescope ugrizY and Euclid YJH mock photometry.

Keywords
  1. galaxies
  2. ultraviolet-photometry
  3. line-intensities
Bibliographic source Bibcode
2017MNRAS.469.1186S
See also HTML
https://cdsarc.cds.unistra.fr/viz-bin/cat/J/MNRAS/469/1186
IVOA Identifier IVOID
ivo://CDS.VizieR/J/MNRAS/469/1186

Access

Web browser access HTML
http://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/MNRAS/469/1186
https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/MNRAS/469/1186
http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/MNRAS/469/1186
IVOA Table Access TAP
http://tapvizier.cds.unistra.fr/TAPVizieR/tap
Run SQL-like queries with TAP-enabled clients (e.g., TOPCAT).
IVOA Cone Search SCS
For use with a cone search client (e.g., TOPCAT).
http://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/469/1186/tablea1?
https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/469/1186/tablea1?
http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/469/1186/tablea1?

History

2020-04-21T15:23:44Z
Resource record created
2020-04-21T15:23:44Z
Created
2024-08-17T20:19:01Z
Updated

Contact

Name
CDS support team
Postal Address
CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France
E-Mail
cds-question@unistra.fr