The VIMOS Public Extragalactic Redshift Survey (VIPERS) - The complexity of galaxy populations at 0.4 < z < 1.3 revealed with unsupervised machine-learning algorithms

M. Siudek; K. Małek; A. Pollo; T. Krakowski; A. Iovino; M. Scodeggio; T. Moutard; G. Zamorani; L. Guzzo; B. Garilli; B. R. Granett; M. Bolzonella; S. de la Torre; U. Abbas; C. Adami; D. Bottini; A. Cappi; O. Cucciati; I. Davidzon; P. Franzetti; A. Fritz; J. Krywult; V. Le Brun; O. Le Fèvre; D. Maccagni; F. Marulli; M. Polletta; L. A.M. Tasca; R. Tojeiro; D. Vergani; A. Zanichelli; S. Arnouts; J. Bel; E. Branchini; J. Coupon; G. De Lucia; O. Ilbert; C. P. Haines; L. Moscardini; T. T. Takeuchi

doi:10.1051/0004-6361/201832784

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Volume 617 (September 2018)

A&A, 617 (2018) A70

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Issue		A&A Volume 617, September 2018


Article Number		A70
Number of page(s)		25
Section		Extragalactic astronomy
DOI		https://doi.org/10.1051/0004-6361/201832784
Published online		21 September 2018

Akaike, H. 1974, IEEE Trans. Autom. Control, 19, 716 [NASA ADS] [CrossRef] [MathSciNet] [Google Scholar]
Arnouts, S., Moscardini, L., Vanzella, E., et al. 2002, MNRAS, 329, 355 [NASA ADS] [CrossRef] [Google Scholar]
Arnouts, S., Walcher, C. J., Le Fèvre, O., et al. 2007, A&A, 476, 137 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Arnouts, S., Le Floc’h, E., Chevallard, J., et al. 2013, A&A, 558, A67 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Arthur, D.,& Vassilvitskii, S. 2007, in Proc. of the Eighteenth Annual ACM-SIAM Symp. on Discrete Algorithms, SODA ’07 (Philadelphia, PA, USA: Society for Industrial and Applied Mathematics), 1027 [Google Scholar]
Balcan, M., Liang, Y., & Gupta, P. 2014, ArXiv e-prints [arXiv:1401.0247] [Google Scholar]
Baldry, I. K., Balogh, M. L., Bower, R. G., et al. 2006, MNRAS, 373, 469 [NASA ADS] [CrossRef] [Google Scholar]
Baldwin, J. A., Phillips, M. M.,& Terlevich, R. 1981, PASP, 93, 5 [NASA ADS] [CrossRef] [Google Scholar]
Ball, N. M.,& Brunner, R. J. 2010, Int. J. Mod. Phys. D, 19, 1049 [NASA ADS] [CrossRef] [Google Scholar]
Balogh, M. L., Morris, S. L., Yee, H. K. C., Carlberg, R. G.,& Ellingson, E. 1999, ApJ, 527, 54 [NASA ADS] [CrossRef] [Google Scholar]
Balogh, M., Eke, V., Miller, C., et al. 2004a, MNRAS, 348, 1355 [NASA ADS] [CrossRef] [Google Scholar]
Balogh, M. L., Baldry, I. K., Nichol, R., et al. 2004b, ApJ, 615, L101 [NASA ADS] [CrossRef] [Google Scholar]
Baudry, J.-P. 2012, ArXiv e-prints [arXiv:1205.4123] [Google Scholar]
Bell, E. F., Wolf, C., Meisenheimer, K., et al. 2004, ApJ, 608, 752 [NASA ADS] [CrossRef] [Google Scholar]
Bell, E. F., van der Wel, A., Papovich, C., et al. 2012, ApJ, 753, 167 [NASA ADS] [CrossRef] [Google Scholar]
Bilmes, J. 1998, A Gentle Tutorial of the EM Algorithm and its Application to Parameter Estimation for Gaussian Mixture and Hidden Markov Models (Berkeley, CA: International Computer Science Institute) [Google Scholar]
Bouché, N., Dekel, A., Genzel, R., et al. 2010, ApJ, 718, 1001 [NASA ADS] [CrossRef] [Google Scholar]
Bouveyron, C.,& Brunet, C. 2012, Stat. Comput., 22, 301 [CrossRef] [MathSciNet] [Google Scholar]
Bouveyron, C.,& Brunet-Saumard, C. 2014, Comput. Stat., 29, 489 [CrossRef] [MathSciNet] [Google Scholar]
Brinchmann, J., Charlot, S., White, S. D. M., et al. 2004, MNRAS, 351, 1151 [NASA ADS] [CrossRef] [Google Scholar]
Bruce, V. A., Dunlop, J. S., McLure, R. J., et al. 2014, MNRAS, 444, 1660 [NASA ADS] [CrossRef] [Google Scholar]
Bruzual, G.,& Charlot, S. 2003, MNRAS, 344, 1000 [NASA ADS] [CrossRef] [Google Scholar]
Bundy, K., Scarlata, C., Carollo, C. M., et al. 2010, ApJ, 719, 1969 [NASA ADS] [CrossRef] [Google Scholar]
Buta, R. J. 2011, Planets, Stars, and Stellar Systems, 6 [Google Scholar]
Buta, R.,& Zhang, X. 2011, Mem. Soc. Astron. It. Supp., 18, 13 [Google Scholar]
Buta, R., Mitra, S., de Vaucouleurs, G., & Corwin, Jr., H. G., 1994, AJ, 107, 118 [NASA ADS] [CrossRef] [Google Scholar]
Buta, R. J., Sheth, K., Regan, M., et al. 2010, ApJ, 190, 147 [NASA ADS] [CrossRef] [Google Scholar]
Buta, R. J., Sheth, K., Athanassoula, E., et al. 2015, ApJ, 217, 32 [NASA ADS] [CrossRef] [Google Scholar]
Calzetti, D., Kinney, A. L.,& Storchi-Bergmann, T. 1994, ApJ, 429, 582 [NASA ADS] [CrossRef] [Google Scholar]
Calzetti, D., Armus, L., Bohlin, R. C., et al. 2000, ApJ, 533, 682 [NASA ADS] [CrossRef] [Google Scholar]
Charlot, S.,& Fall, S. M. 2000, ApJ, 539, 718 [NASA ADS] [CrossRef] [Google Scholar]
Cibinel, A., Carollo, C. M., Lilly, S. J., et al. 2013, ApJ, 777, 116 [NASA ADS] [CrossRef] [Google Scholar]
Cimatti, A., Mignoli, M., Daddi, E., et al. 2002, A&A, 392, 395 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Cimatti, A., Daddi, E., Renzini, A., et al. 2004, Nature, 430, 184 [NASA ADS] [CrossRef] [PubMed] [Google Scholar]
Connolly, A. J., Szalay, A. S., Bershady, M. A., Kinney, A. L.,& Calzetti, D. 1995, AJ, 110, 1071 [NASA ADS] [CrossRef] [Google Scholar]
Conselice, C. J., Bluck, A. F. L., Ravindranath, S., et al. 2011, MNRAS, 417, 2770 [NASA ADS] [CrossRef] [Google Scholar]
D’Abrusco, R., Fabbiano, G., Djorgovski, G., et al. 2012, ApJ, 755, 92 [NASA ADS] [CrossRef] [Google Scholar]
Daddi, E., Cimatti, A., Renzini, A., et al. 2004, ApJ, 617, 746 [NASA ADS] [CrossRef] [Google Scholar]
Davidzon, I., Bolzonella, M., Coupon, J., et al. 2013, A&A, 558, A23 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Davidzon, I., Cucciati, O., Bolzonella, M., et al. 2016, A&A, 586, A23 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Deng, X.-F. 2010, ApJ, 721, 809 [NASA ADS] [CrossRef] [Google Scholar]
de Souza, R. S., Dantas, M. L. L., Costa-Duarte, M. V., et al. 2017, MNRAS, 472, 2808 [NASA ADS] [CrossRef] [Google Scholar]
de Vaucouleurs, G. 1959, Handbuch der Physik, 53, 275 [NASA ADS] [CrossRef] [Google Scholar]
de Vaucouleurs, G., de Vaucouleurs, A., Corwin, H. G., Jr, et al. 1991, Third Reference Catalogue of Bright Galaxies (New York: Springer) [Google Scholar]
Driver, S. P., Allen, P. D., Graham, A. W., et al. 2006, MNRAS, 368, 414 [NASA ADS] [CrossRef] [Google Scholar]
Fraix-Burnet, D., Thuillard, M.,& Chattopadhyay, A. K. 2015, Front. Astron. Space Sci., 2, 3 [NASA ADS] [CrossRef] [Google Scholar]
Franzetti, P., Scodeggio, M., Garilli, B., et al. 2007, A&A, 465, 711 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Fritz, A., Scodeggio, M., Ilbert, O., et al. 2014, A&A, 563, A92 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Fukunaga, K. 1990, Introduction to Statistical Pattern Recognition, 2nd edn. (San Diego, CA, USA: Academic Press Professional, Inc.) [Google Scholar]
Gallazzi, A., Bell, E. F., Zibetti, S., Brinchmann, J.,& Kelson, D. D. 2014, ApJ, 788, 72 [NASA ADS] [CrossRef] [Google Scholar]
Garilli, B., Guzzo, L., Scodeggio, M., et al. 2014, A&A, 562, A23 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Glazebrook, K., Abraham, R. G., McCarthy, P. J., et al. 2004, Nature, 430, 181 [NASA ADS] [CrossRef] [Google Scholar]
Goranova, Y., Hudelot, P., Contini, T., et al. 2009, The CFHTLS T0006 Release, http://terapix.iap.fr/cplt/table_syn_T0006.html [Google Scholar]
Guzzo, L., Scodeggio, M., Garilli, B., et al. 2014, A&A, 566, A108 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Haines, C. P., Iovino, A., Krywult, J., et al. 2017, A&A, 605, A4 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Ho, L. C.,& Keto, E. 2007, ApJ, 658, 314 [NASA ADS] [CrossRef] [Google Scholar]
Hoaglin, D. C., Mosteller, F.,& Tukey, J. W. 1983, Understanding robust and exploratory data anlysis, eds. D. C. Hoaglin, F. Mosteller,& J. W. Tukey (New York: Wiley) [Google Scholar]
Hubble, E. P. 1926, ApJ, 64, 321 [NASA ADS] [CrossRef] [Google Scholar]
Hubble, E. P. 1936, in Realm of the Nebulae (New Haven: Yale University Press), 288 [Google Scholar]
Ilbert, O., Arnouts, S., McCracken, H. J., et al. 2006, A&A, 457, 841 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Jarvis, M. J., Bonfield, D. G., Bruce, V. A., et al. 2013, MNRAS, 428, 1281 [NASA ADS] [CrossRef] [Google Scholar]
Karhunen, K. 1947, Ann. Acad. Sci. Fennicae: Ser. Al. Math.-Phys., 37, 1 [Google Scholar]
Kartaltepe, J. S., Mozena, M., Kocevski, D., et al. 2015, ApJ, 221, 11 [NASA ADS] [CrossRef] [Google Scholar]
Kauffmann, G., Heckman, T. M., White, S. D. M., et al. 2003, MNRAS, 341, 33 [NASA ADS] [CrossRef] [Google Scholar]
Kennicutt, R. C., Jr 1992, ApJ, 79, 255 [NASA ADS] [CrossRef] [Google Scholar]
Kennicutt, R. C., Jr 1998, ApJ, 498, 541 [NASA ADS] [CrossRef] [Google Scholar]
Kinney, A. L., Calzetti, D., Bohlin, R. C., et al. 1996, ApJ, 467, 38 [NASA ADS] [CrossRef] [Google Scholar]
Kormendy, J.,& Kennicutt, Jr., R. C. 2004, ARA&A, 42, 603 [NASA ADS] [CrossRef] [Google Scholar]
Krakowski, T., Małek, K., Bilicki, M., et al. 2016, A&A, 596, A39 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Krywult, J., Tasca, L. A. M., Pollo, A., et al. 2017, A&A, 598, A120 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Kurcz, A., Bilicki, M., Solarz, A., et al. 2016, A&A, 592, A25 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Lamareille, F. 2010, A&A, 509, A53 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Lange, R., Driver, S. P., Robotham, A. S. G., et al. 2015, MNRAS, 447, 2603 [NASA ADS] [CrossRef] [Google Scholar]
Le Fèvre, O., Saisse, M., Mancini, D., et al. 2003, SPIE Conf. Ser., 4841, 1670 [NASA ADS] [CrossRef] [Google Scholar]
Lintott, C. J., Schawinski, K., Slosar, A., et al. 2008, MNRAS, 389, 1179 [NASA ADS] [CrossRef] [Google Scholar]
Lintott, C., Schawinski, K., Bamford, S., et al. 2011, MNRAS, 410, 166 [NASA ADS] [CrossRef] [Google Scholar]
Lo Faro, B., Buat, V., Roehlly, Y., et al. 2017, MNRAS, 472, 1372 [NASA ADS] [CrossRef] [Google Scholar]
Madau, P.,& Dickinson, M. 2014, ARA&A, 52, 415 [NASA ADS] [CrossRef] [Google Scholar]
Marchetti, A., Granett, B. R., Guzzo, L., et al. 2013, MNRAS, 428, 1424 [NASA ADS] [CrossRef] [Google Scholar]
Marchetti, A., Garilli, B., Granett, B. R., et al. 2017, A&A, 600, A54 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Martin, D. C., Wyder, T. K., Schiminovich, D., et al. 2007, ApJ, 173, 342 [NASA ADS] [CrossRef] [Google Scholar]
Mellier, Y., Bertin, E., Hudelot, P., et al. 2008, The CFHTLS T0005 Release, http://terapix.iap.fr/cplt/oldSite/Descart/CFHTLS-T0005-Release.pdf [Google Scholar]
Mignoli, M., Zamorani, G., Scodeggio, M., et al. 2009, A&A, 493, 39 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Moresco, M., Pozzetti, L., Cimatti, A., et al. 2013, A&A, 558, A61 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Moutard, T., Arnouts, S., Ilbert, O., et al. 2016a, A&A, 590, A102 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Moutard, T., Arnouts, S., Ilbert, O., et al. 2016b, A&A, 590, A103 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Noeske, K. G., Weiner, B. J., Faber, S. M., et al. 2007, ApJ, 660, L43 [NASA ADS] [CrossRef] [Google Scholar]
Pandya, V., Brennan, R., Somerville, R. S., et al. 2017, MNRAS, 472, 2054 [NASA ADS] [CrossRef] [Google Scholar]
Pannella, M., Gabasch, A., Goranova, Y., et al. 2009, ApJ, 701, 787 [NASA ADS] [CrossRef] [Google Scholar]
Patel, S. G., Holden, B. P., Kelson, D. D., et al. 2012, ApJ, 748, L27 [NASA ADS] [CrossRef] [Google Scholar]
Peng, Y.-J., Lilly, S. J., Kovač, K., et al. 2010, ApJ, 721, 193 [NASA ADS] [CrossRef] [Google Scholar]
Renzini, A. 2006, ARA&A, 44, 141 [NASA ADS] [CrossRef] [Google Scholar]
Roberts, M. S.,& Haynes, M. P. 1994, ARA&A, 32, 115 [NASA ADS] [CrossRef] [Google Scholar]
Rodighiero, G., Daddi, E., Baronchelli, I., et al. 2011, ApJ, 739, L40 [NASA ADS] [CrossRef] [Google Scholar]
Salim, S. 2014, Astron. J., 189, 1 [Google Scholar]
Salman, R., Kecman, V., Li, Q., Strack, R.,& Test, E. 2011, Int. J. Comput. Networks Commun. (IJCNC), 3, 4 [Google Scholar]
Salmon, B., Papovich, C., Finkelstein, S. L., et al. 2015, ApJ, 799, 183 [NASA ADS] [CrossRef] [Google Scholar]
Sánchez Almeida, J.,& Allende Prieto, C. 2013, ApJ, 763, 50 [NASA ADS] [CrossRef] [Google Scholar]
Sánchez Almeida, J., Aguerri, J. A. L., Muñoz-Tuñón, C.,& de Vicente, A. 2010, ApJ, 714, 487 [NASA ADS] [CrossRef] [Google Scholar]
Sandage, A. 1961, The Hubble Atlas of Galaxies (Washington: Carnegie Institution) [Google Scholar]
Sandage, A., Sandage, M.,& Kristian, J. 1975, Galaxies and the Universe (Chicago University Press), [Google Scholar]
Schawinski, K., Urry, C. M., Simmons, B. D., et al. 2014, MNRAS, 440, 889 [NASA ADS] [CrossRef] [Google Scholar]
Schiminovich, D., Wyder, T. K., Martin, D. C., et al. 2007, ApJ, 173, 315 [NASA ADS] [CrossRef] [Google Scholar]
Schwarz, G. 1978, The Annals of Statistics, 6, 461 [NASA ADS] [CrossRef] [MathSciNet] [Google Scholar]
Scodeggio, M., Guzzo, L., Garilli, B., et al. 2018, A&A, 609, A84 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Sérsic, J. L. 1963, Boletín de la Asociación Argentina de Astronomía La Plata Argentina, 6, 41 [NASA ADS] [Google Scholar]
Simard, L., Mendel, J. T., Patton, D. R., Ellison, S. L.,& McConnachie, A. W. 2011, ApJ, 196, 11 [NASA ADS] [CrossRef] [Google Scholar]
Siudek, M., Małek, K., Scodeggio, M., et al. 2017, A&A, 597, A107 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Siudek, M., Małek, K., Pollo, A., et al. 2018, A&A, submitted, [arXiv:1805.09905] [Google Scholar]
Speagle, J. S., Steinhardt, C. L., Capak, P. L.,& Silverman, J. D. 2014, ApJ, 214, 15 [NASA ADS] [CrossRef] [Google Scholar]
Strateva, I., Ivezić, Ž., Knapp, G. R., et al. 2001, AJ, 122, 1861 [NASA ADS] [CrossRef] [Google Scholar]
Takeuchi, T. T. 2000, Ap&SS, 271, 213 [NASA ADS] [CrossRef] [Google Scholar]
Taylor, E. N., Hopkins, A. M., Baldry, I. K., et al. 2015, MNRAS, 446, 2144 [NASA ADS] [CrossRef] [Google Scholar]
van den Bergh, S. 1998, Galaxy Morphology and Classification (Cambridge, NY: Cambridge University Press) [CrossRef] [Google Scholar]
van Dokkum, P. G., Nelson, E. J., Franx, M., et al. 2015, ApJ, 813, 23 [NASA ADS] [CrossRef] [Google Scholar]
Vergani, D., Scodeggio, M., Pozzetti, L., et al. 2008, A&A, 487, 89 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
Vergani, D., Garilli, B., Polletta, M., et al. 2017, A&A, submitted [arXiv:1712.08168] [Google Scholar]
Whitaker, K. E., Labbé, I., van Dokkum, P. G., et al. 2011, ApJ, 735, 86 [NASA ADS] [CrossRef] [Google Scholar]
Whitaker, K. E., van Dokkum, P. G., Brammer, G.,& Franx, M. 2012, ApJ, 754, L29 [NASA ADS] [CrossRef] [Google Scholar]
Wild, V., Almaini, O., Cirasuolo, M., et al. 2014, MNRAS, 440, 1880 [NASA ADS] [CrossRef] [Google Scholar]
Williams, R. J., Quadri, R. F., Franx, M., van Dokkum, P.,& Labbé, I. 2009, ApJ, 691, 1879 [NASA ADS] [CrossRef] [Google Scholar]
Worthey, G.,& Ottaviani, D. L. 1997, ApJ, 111, 377 [NASA ADS] [CrossRef] [Google Scholar]
Worthey, G., Faber, S. M., Gonzalez, J. J.,& Burstein, D. 1994, ApJ, 94, 687 [NASA ADS] [CrossRef] [Google Scholar]

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