Spectral Classification of Quasars in the Sloan Digital Sky Survey: Eigenspectra; Redshift and Luminosity Effects
arXiv:astro-ph/0408578 · doi:10.1086/425626
Abstract
We study 16,707 quasar spectra from the SDSS using the Karhunen-Loève (KL) transform (or Principal Component Analysis, PCA). The quasar eigenspectra of the full catalog reveal the following: 1st order - the mean spectrum; 2nd order - a host-galaxy component; 3rd order - the UV-optical continuum slope; 4th order - the correlations of Balmer emission lines. We find that the spectral classification of quasars is redshift and luminosity dependent, as such there does not exist a compact set (< 10 modes) of eigenspectra (covering 900 to 8000 angstrom) which can describe most variations (> 95%) of the entire catalog. We therefore construct several sets of eigenspectra in different redshift and luminosity bins. From these eigenspectra we find that quasar spectra can be classified (by the first two eigenspectra) into a sequence that is defined by a simple progression in the steepness of the slope of the continuum. We also find a dependence on redshift and luminosity in the eigencoefficients. The dominant redshift effect is a result of the evolution of the blended FeII emission (optical) and the Balmer continuum (the ``small bump''). A luminosity dependence is also present in the eigencoefficients and is related to the Baldwin effect. The eigenspectra constructed from the wavelength-selected SDSS spectra are found to agree with the principal components by Francis et al. (1992) and the well-known ``Eigenvector-1'' (Boroson and Green 1992). (Abridged)
AJ accepted. 65 pages, 27 figures, 9 tables. Resolutions of some figures are lowered
References in corpus (29)
- Maps of Dust IR Emission for Use in Estimation of Reddening and CMBR Foregrounds
- The Sloan Digital Sky Survey: Technical Summary
- Composite Quasar Spectra From the Sloan Digital Sky Survey
- The Sloan Digital Sky Survey Photometric Camera
- The u'g'r'i'z' Standard Star Network
- Spectroscopic Target Selection in the Sloan Digital Sky Survey: The Quasar Sample
- The First Data Release of the Sloan Digital Sky Survey
- Astrometric Calibration of the Sloan Digital Sky Survey
- A photometricity and extinction monitor at the Apache Point Observatory
- An Efficient Algorithm for Positioning Tiles in the Sloan Digital Sky Survey
- Hubble Space Telescope Images of a Sample of Twenty Nearby Luminous Quasars
- Elemental Abundances in QSOs: Star Formation and Galactic Nuclear Evolution at High Redshifts
- Unusual Broad Absorption Line Quasars from the Sloan Digital Sky Survey
- Broad Emission Line Shifts in Quasars: An Orientation Measure for Radio-Quiet Quasars?
- A comparative HST imaging study of the host galaxies of radio-quiet quasars, radio-loud quasars and radio galaxies: Paper I
- Spectral Classification of Galaxies: An Orthogonal Approach
- The Sloan Digital Sky Survey Quasar Catalog II. First Data Release
- Distributions of Galaxy Spectral Types in the Sloan Digital Sky Survey
- The Sloan Digital Sky Survey Quasar Catalog I. Early Data Release
- A Catalog of Broad Absorption Line Quasars from the Sloan Digital Sky Survey Early Data Release
- The ages of quasar host galaxies
- A Robust Classification of Galaxy Spectra: Dealing with Noisy and Incomplete Data
- The Baldwin Effect and Black Hole Accretion: A Spectral Principal Component Analysis of a Complete QSO Sample
- Quasar Evolution and the Baldwin Effect in the Large Bright Quasar Survey
- The First Hour of Extra-galactic Data of the Sloan Digital Sky Survey Spectroscopic Commissioning: The Coma Cluster
- A search for signatures of quasar evolution: Comparison of the shapes of the rest-frame optical/UV continua of quasars at z>3 and z~0.1
- Two-Dimensional Modelling of Optical HST and Infrared Tip-Tilt Images of Quasar Host Galaxies
- [OII] Emission, Eigenvector 1 and Orientation in Radio-quiet Quasars
- H-beta Line Width and the UV-X-ray Spectra of Luminous AGN
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