The bimodality of the 10k zCOSMOS-bright galaxies up to z ~ 1: a new statistical and portable classification based on the optical galaxy properties

Abstract

Our goal is to develop a new and reliable statistical method to classify galaxies from large surveys. We probe the reliability of the method by comparing it with a three-dimensional classification cube, using the same set of spectral, photometric and morphological parameters.We applied two different methods of classification to a sample of galaxies extracted from the zCOSMOS redshift survey, in the redshift range 0.5 < z < 1.3. The first method is the combination of three independent classification schemes, while the second method exploits an entirely new approach based on statistical analyses like Principal Component Analysis (PCA) and Unsupervised Fuzzy Partition (UFP) clustering method. The PCA+UFP method has been applied also to a lower redshift sample (z < 0.5), exploiting the same set of data but the spectral ones, replaced by the equivalent width of H$\alpha$. The comparison between the two methods shows fairly good agreement on the definition on the two main clusters, the early-type and the late-type galaxies ones. Our PCA-UFP method of classification is robust, flexible and capable of identifying the two main populations of galaxies as well as the intermediate population. The intermediate galaxy population shows many of the properties of the green valley galaxies, and constitutes a more coherent and homogeneous population. The fairly large redshift range of the studied sample allows us to behold the downsizing effect: galaxies with masses of the order of $3\cdot 10^{10}$ Msun mainly are found in transition from the late type to the early type group at $z>0.5$, while galaxies with lower masses - of the order of $10^{10}$ Msun - are in transition at later epochs; galaxies with $M<10^{10}$ Msun did not begin their transition yet, while galaxies with very large masses ($M>5\cdot 10^{10}$ Msun) mostly completed their transition before $z\sim 1$.

16 pages, 14 figures, accepted for publication in A&A

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• Galaxy And Mass Assembly: Deconstructing Bimodality - I. Red ones and blue ones
• A review of unsupervised learning in astronomy
• The VIMOS Public Extragalactic Redshift Survey (VIPERS). The coevolution of galaxy morphology and colour to z~1
• Multivariate Approaches to Classification in Extragalactic Astronomy
• SDSS DR7 superclusters. Principal component analysis
• A method for classification of red, blue and green galaxies using fuzzy set theory
• Single parameter galaxy classification: The Principal Curve through the multi-dimensional space of galaxy properties
• SED-inferred properties and morphology of Lyman-break galaxies at $z\sim 1$ in the CDF-S