2004
DOI: 10.1086/425626
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Spectral Classification of Quasars in the Sloan Digital Sky Survey: Eigenspectra, Redshift, and Luminosity Effects

Abstract: We study 16,707 quasar spectra from the Sloan Digital Sky Survey (SDSS) (an early version of the First Data Release; DR1) using the Karhunen-Loève (KL) transform (or Principal Component Analysis, PCA). The redshifts of these quasars range from 0.08 to 5.41, the i-band absolute magnitudes from −30 to −22, and the resulting restframe wavelengths from 900Å to 8000Å. 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… Show more

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Cited by 237 publications
(222 citation statements)
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References 52 publications
(79 reference statements)
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“…However, the decomposition is not performed on a well controlled training sample as in S05 and in the present work (see below), therefore, they do not provide a projection matrix. The analysis performed by Yip et al (2004) is closer to our purpose. They applied a PCA to the 16 707 Sloan Digital Sky Survey DR1 quasar spectra (0.08 < z < 5.41) and reported that the spectral classification depends on redshift and luminosity.…”
Section: Predicted Continuummentioning
confidence: 74%
“…However, the decomposition is not performed on a well controlled training sample as in S05 and in the present work (see below), therefore, they do not provide a projection matrix. The analysis performed by Yip et al (2004) is closer to our purpose. They applied a PCA to the 16 707 Sloan Digital Sky Survey DR1 quasar spectra (0.08 < z < 5.41) and reported that the spectral classification depends on redshift and luminosity.…”
Section: Predicted Continuummentioning
confidence: 74%
“…Variants of E1 were later found in several studies (e.g. Marziani et al 1996;Boroson 2002;Grupe 2004;Kuraszkiewicz et al 2002;Sulentic et al 2000bSulentic et al , 2002Yip et al 2004;Kovačević et al 2010;Kruczek et al 2011;Tang et al 2012;Wang et al 2006).…”
Section: Introductionmentioning
confidence: 82%
“…Interpreting of quasar spectra in the context of a 4D parameter space stemming from eigenvector studies reveals a wide diversity of line profile properties (Sulentic et al 2000a(Sulentic et al , 2007Marziani et al 2003bMarziani et al , 2010 that are most likely driven by L/L Edd , with M BH and source orientation also playing important roles (Boroson & Green 1992;Marziani et al 2001;Yip et al 2004). The 4DE1 (4D eigenvector 1) formalism owes its Now at Instituto de Astronomía, UNAM, Ensenada Campus, Baja California, México. inception to a principal component analysis study of systematic trends in quasar spectra (Boroson & Green 1992) from the the Palomar-Green (PG) survey.…”
Section: Introductionmentioning
confidence: 99%
“…104 sources). For 18 sources the spectra are available from the Sloan Digital Sky Survey (SDSS) database (York et al 2000;Stoughton et al 2002;Yip et al 2004), Data Release 4−6. For these sources the observations provide uniform and uninterrupted coverage of the key spectroscopic optical diagnostics ratios.…”
Section: O Iii]/[o Ii] Line Ratiomentioning
confidence: 99%