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Dive into the research topics where Alexie Leauthaud is active.

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Featured researches published by Alexie Leauthaud.


The Astrophysical Journal | 2012

New constraints on the evolution of the stellar-to-dark matter connection: a combined analysis of galaxy-galaxy lensing, clustering, and stellar mass functions from z=0.2 to z=1

Alexie Leauthaud; Jeremy L. Tinker; Kevin Bundy; Peter Behroozi; Richard Massey; Jason Rhodes; Matthew R. George; Jean-Paul Kneib; Andrew J. Benson; Risa H. Wechsler; Michael T. Busha; P. Capak; Marina Cortês; O. Ilbert; Anton M. Koekemoer; Oliver Le Fevre; S. J. Lilly; H. J. McCracken; M. Salvato; Tim Schrabback; N. Z. Scoville; Tristan L. Smith; James E. Taylor

Using data from the COSMOS survey, we perform the first joint analysis of galaxy-galaxy weak lensing, galaxy spatial clustering, and galaxy number densities. Carefully accounting for sample variance and for scatter between stellar and halo mass, we model all three observables simultaneously using a novel and self-consistent theoretical framework. Our results provide strong constraints on the shape and redshift evolution of the stellar-to-halo mass relation (SHMR) from z = 0.2 to z = 1. At low stellar mass, we find that halo mass scales as M-h proportional to M-*(0.46) and that this scaling does not evolve significantly with redshift from z = 0.2 to z = 1. The slope of the SHMR rises sharply at M-* textgreater 5 x 10(10)M(circle dot) and as a consequence, the stellar mass of a central galaxy becomes a poor tracer of its parent halo mass. We show that the dark-to-stellar ratio, Mh/M*, varies from low to high masses, reaching a minimum of Mh/M-* similar to 27 at M-* = 4.5 x 10(10) M-circle dot and M-h = 1.2 x 10(12) M-circle dot. This minimum is important for models of galaxy formation because it marks the mass at which the accumulated stellar growth of the central galaxy has been themost efficient. We describe the SHMR at this minimum in terms of the “ pivot stellarmass,” M-*(piv) the “pivot halo mass,” M-h(piv), and the “pivot ratio,” (M-h/M-*)(piv). Thanks to a homogeneous analysis of a single data set spanning a large redshift range, we report the first detection of mass downsizing trends for both M-h(piv) and M-*(piv) The pivot stellar mass decreases from M-*(piv) = 5.75 +/- 0.13x10(10) M-circle dot at z = 0.88 to M-*(piv) = 3.55 +/- 0.17x10(10) M-circle dot at z = 0.37. Intriguingly, however, the corresponding evolution of M-h(piv) leaves the pivot ratio constant with redshift at (M-h/M-*)(piv) similar to 27. We use simple arguments to show how this result raises the possibility that star formation quenching may ultimately depend on M-h/M-* and not simply onMh, as is commonly assumed. We show that simple models with such a dependence naturally lead to downsizing in the sites of star formation. Finally, we discuss the implications of our results in the context of popular quenching models, including disk instabilities and active galactic nucleus feedback.


The Astrophysical Journal | 2011

THE BULK OF THE BLACK HOLE GROWTH SINCE z ∼ 1 OCCURS IN A SECULAR UNIVERSE: NO MAJOR MERGER-AGN CONNECTION*

Mauricio Cisternas; Knud Jahnke; K. J. Inskip; J. Kartaltepe; Anton M. Koekemoer; Thorsten Lisker; Aday R. Robaina; M. Scodeggio; Kartik Sheth; Jonathan R. Trump; R. Andrae; Takamitsu Miyaji; E. Lusso; M. Brusa; P. Capak; N. Cappelluti; F. Civano; O. Ilbert; C. D. Impey; Alexie Leauthaud; S. J. Lilly; M. Salvato; N. Z. Scoville; Y. Taniguchi

What is the relevance of major mergers and interactions as triggering mechanisms for active galactic nuclei (AGNs) nactivity? To answer this long-standing question, we analyze 140 XMM-Newton-selected AGN host galaxies and na matched control sample of 1264 inactive galaxies over z ~ 0.3–1.0 and M_∗ < 10^(11.7) M_⊙ with high-resolution nHubble Space Telescope/Advanced Camera for Surveys imaging from the COSMOS field. The visual analysis of ntheir morphologies by 10 independent human classifiers yields a measure of the fraction of distorted morphologies nin the AGN and control samples, i.e., quantifying the signature of recent mergers which might potentially be nresponsible for fueling/triggering the AGN. We find that (1) the vast majority (>85%) of the AGN host galaxies ndo not show strong distortions and (2) there is no significant difference in the distortion fractions between active nand inactive galaxies. Our findings provide the best direct evidence that, since z ~ 1, the bulk of black hole (BH) naccretion has not been triggered by major galaxy mergers, therefore arguing that the alternative mechanisms, i.e., ninternal secular processes and minor interactions, are the leading triggers for the episodes of major BH growth.We nalso exclude an alternative interpretation of our results: a substantial time lag between merging and the observability nof the AGN phase could wash out the most significant merging signatures, explaining the lack of enhancement nof strong distortions on the AGN hosts. We show that this alternative scenario is unlikely due to (1) recent major nmergers being ruled out for the majority of sources due to the high fraction of disk-hosted AGNs, (2) the lack of na significant X-ray signal in merging inactive galaxies as a signature of a potential buried AGN, and (3) the low nlevels of soft X-ray obscuration for AGNs hosted by interacting galaxies, in contrast to model predictions.


The Astrophysical Journal | 2009

Stellar and Total Baryon Mass Fractions in Groups and Clusters Since Redshift 1

S. Giodini; D. Pierini; Alexis Finoguenov; G. W. Pratt; Hans Boehringer; Alexie Leauthaud; L. Guzzo; H. Aussel; M. Bolzonella; P. Capak; M. Elvis; G. Hasinger; O. Ilbert; J. Kartaltepe; A. M. Koekemoer; S. J. Lilly; Richard Massey; H. J. McCracken; J. Rhodes; M. Salvato; D. B. Sanders; N. Z. Scoville; Shunji S. Sasaki; Vernesa Smolčić; Y. Taniguchi; D. Thompson

We investigate if the discrepancy between estimates of the total baryon mass fraction obtained from observations of the cosmic microwave background (CMB) and of galaxy groups/clusters persists when a large sample of groups is considered. To this purpose, 91 candidate X-ray groups/poor clusters at redshift 0.1 ≤ z ≤ 1 are selected from the COSMOS 2 deg^2 survey, based only on their X-ray luminosity and extent. This sample is complemented by 27 nearby clusters with a robust, analogous determination of the total and stellar mass inside R_(500). The total sample of 118 groups and clusters with z ≤ 1 spans a range in M_(500) of ~10^(13)-10^(15) M_☉. We find that the stellar mass fraction associated with galaxies at R_(500) decreases with increasing total mass as M^(–0.37 ± 0.04)_(500), independent of redshift. Estimating the total gas mass fraction from a recently derived, high-quality scaling relation, the total baryon mass fraction (f^(stars+gas)_(500) = f^(stars)_(500) + f^(gas)_(500)) is found to increase by ~25%, when M_(500) increases from = 5 × 10^(13) M_☉ to = 7 × 10^(14) M_☉. After consideration of a plausible contribution due to intracluster light (11%-22% of the total stellar mass) and gas depletion through the hierarchical assembly process (10% of the gas mass), the estimated values of the total baryon mass fraction are still lower than the latest CMB measure of the same quantity (WMAP5), at a significance level of 3.3σ for groups of = 5 × 10^(13) M_☉. The discrepancy decreases toward higher total masses, such that it is 1σ at = 7 × 10^(14) M_☉. We discuss this result in terms of nongravitational processes such as feedback and filamentary heating.


The Astrophysical Journal | 2010

A weak lensing study of X-ray groups in the cosmos survey: form and evolution of the mass-luminosity relation

Alexie Leauthaud; Alexis Finoguenov; Jean-Paul Kneib; James E. Taylor; Richard Massey; Jason Rhodes; O. Ilbert; Kevin Bundy; Jeremy L. Tinker; Matthew R. George; P. Capak; Anton M. Koekemoer; David E. Johnston; Yu-Ying Zhang; N. Cappelluti; Richard S. Ellis; M. Elvis; S. Giodini; Catherine Heymans; Oliver Le Fevre; S. J. Lilly; H. J. McCracken; Y. Mellier; Alexandre Refregier; M. Salvato; N. Z. Scoville; George F. Smoot; M. Tanaka; Ludovic Van Waerbeke; M. Wolk

Measurements of X-ray scaling laws are critical for improving cosmological constraints derived with the halo mass function and for understanding the physical processes that govern the heating and cooling of the intracluster medium. In this paper, we use a sample of 206 X-ray-selected galaxy groups to investigate the scaling relation between X-ray luminosity (L_X) and halo mass (M_(200)) where M_(200) is derived via stacked weak gravitational lensing. This work draws upon a broad array of multi-wavelength COSMOS observations including 1.64 degrees^2 of contiguous imaging with the Advanced Camera for Surveys to a limiting magnitude of I_(F814W) = 26.5 and deep XMM-Newton/Chandra imaging to a limiting flux of 1.0 × 10^(–15) erg cm6(–2) s^(–1) in the 0.5-2 keV band. The combined depth of these two data sets allows us to probe the lensing signals of X-ray-detected structures at both higher redshifts and lower masses than previously explored. Weak lensing profiles and halo masses are derived for nine sub-samples, narrowly binned in luminosity and redshift. The COSMOS data alone are well fit by a power law, M_(200) (L_X)^α, with a slope of α = 0.66 ± 0.14. These results significantly extend the dynamic range for which the halo masses of X-ray-selected structures have been measured with weak gravitational lensing. As a result, tight constraints are obtained for the slope of the M-L_X relation. The combination of our group data with previously published cluster data demonstrates that the M-L_X relation is well described by a single power law, α = 0.64 ± 0.03, over two decades in mass, M_(200) ~ 10^(13.5)-10^(15.5) h^(–1)_72 M_☉. These results are inconsistent at the 3.7σ level with the self-similar prediction of α = 0.75. We examine the redshift dependence of the M-L_X relation and find little evidence for evolution beyond the rate predicted by self-similarity from z ~ 0.25 to z ~ 0.


Astrophysical Journal Supplement Series | 2007

Weak Gravitational Lensing with COSMOS: Galaxy Selection and Shape Measurements

Alexie Leauthaud; Richard Massey; Jean-Paul Kneib; Jason Rhodes; David E. Johnston; P. Capak; Catherine Heymans; Richard S. Ellis; Anton M. Koekemoer; Oliver Le Fevre; Y. Mellier; Alexandre Refregier; A. C. Robin; N. Z. Scoville; L. Tasca; James E. Taylor; Ludovic Van Waerbeke

With a primary goal of conducting precision weak-lensing measurements from space, the COSMOS survey has imaged the largest contiguous area observed by Hubble Space Telescope to date, using the Advanced Camera for Surveys (ACS). This is the first paper in a series in which we describe our strategy for addressing the various technical challenges in the production of weak-lensing measurements from COSMOS data. We first construct a source catalog from 575 ACS/WFC tiles (1.64 deg2) subsampled at a pixel scale of 0.03. Defects and diffraction spikes are carefully removed, leaving a total of 1.2 × 106 objects to a limiting magnitude of F814W = 26.5. This catalog is made publicly available. Multiwavelength follow-up observations of the COSMOS field provide photometric redshifts for 73% of the source galaxies in the lensing catalog. We analyze and discuss the COSMOS redshift distribution and show broad agreement with other surveys to z ~ 1. Our next step is to measure the shapes of galaxies and correct them for the distortion induced by the time-varying ACS point-spread function and for charge transfer efficiency (CTE) effects. Simulated images are used to derive the shear susceptibility factors that are necessary in transforming shape measurements into unbiased shear estimators. For every galaxy we derive a shape measurement error and utilize this quantity to extract the intrinsic shape noise of the galaxy sample. Interestingly, our results indicate that intrinsic shape noise varies little with size, magnitude, or redshift. Representing a number density of 66 galaxies per arcmin2, the final COSMOS weak-lensing catalog contains 3.9 × 105 galaxies with accurate shape measurements. The properties of the COSMOS weak-lensing catalog described throughout this paper will provide key input numbers for the preparation and design of next-generation wide field space missions.


Astronomy and Astrophysics | 2010

Tracking the impact of environment on the galaxy stellar mass function up to z ~ 1 in the 10 k zCOSMOS sample

M. Bolzonella; K. Kovac; L. Pozzetti; E. Zucca; O. Cucciati; S. J. Lilly; Y. Peng; A. Iovino; G. Zamorani; D. Vergani; L. Tasca; F. Lamareille; P. Oesch; Karina Caputi; P. Kampczyk; S. Bardelli; C. Maier; U. Abbas; C. Knobel; M. Scodeggio; C. M. Carollo; T. Contini; Jean-Paul Kneib; O. Le Fèvre; V. Mainieri; A. Renzini; A. Bongiorno; G. Coppa; S. de la Torre; L. de Ravel

We study the impact of the environment on the evolution of galaxies in the zCOSMOS 10 k sample in the redshift range 0.1 ≤ z ≤ 1.0 over an area of ~1.5u2009deg^2. The considered sample of secure spectroscopic redshifts contains about 8500 galaxies, with their stellar masses estimated by SED fitting of the multiwavelength optical to near-infrared (NIR) photometry. The evolution of the galaxy stellar mass function (GSMF) in high and low density regions provides a tool to study the mass assembly evolution in different environments; moreover, the contributions to the GSMF from different galaxy types, as defined by their SEDs and their morphologies, can be quantified. At redshift z ~ 1, the GSMF is only slightly dependent on environment, but at lower redshifts the shapes of the GSMFs in high- and low-density environments become extremely different, with high density regions exhibiting a marked bimodality, not reproducible by a single Schechter function. As a result of this analysis, we infer that galaxy evolution depends on both the stellar mass and the environment, the latter setting the probability of a galaxy to have a given mass: all the galaxy properties related to the stellar mass show a dependence on environment, reflecting the difference observed in the mass functions. The shapes of the GSMFs of early- and late-type galaxies are almost identical for the extremes of the density contrast we consider, ranging from isolated galaxies to rich group members. The evolution toward z = 0 of the transition mass M_(cross), i.e., the mass at which the early- and late-type GSMFs match each other, is more rapid in high density environments, because of a difference in the evolution of the normalisation of GSMFs compared to the total one in the considered environment. The same result is found by studying the relative contributions of different galaxy types, implying that there is a more rapid evolution in overdense regions, in particular for intermediate stellar masses. The rate of evolution is different for sets of galaxy types divided on the basis of their SEDs or their morphologies, tentatively suggesting that the migration from the blue cloud to the red sequence occurs on a shorter timescale than the transformation from disc-like morphologies to ellipticals. Our analysis suggests that environmental mechanisms of galaxy transformation start to be more effective at z < 1. The comparison of the observed GSMFs to the same quantities derived from a set of mock catalogues based on semi-analytical models shows disagreement, in both low and high density environments: in particular, blue galaxies in sparse environments are overproduced in the semi-analytical models at intermediate and high masses, because of a deficit of star formation suppression, while at z < 0.5 an excess of red galaxies is present in dense environments at intermediate and low masses, because of the overquenching of satellites.


The Astrophysical Journal | 2009

ACTIVE GALACTIC NUCLEUS HOST GALAXY MORPHOLOGIES IN COSMOS

Jared M. Gabor; C. D. Impey; Knud Jahnke; Brooke Simmons; Jonathan R. Trump; Anton M. Koekemoer; M. Brusa; N. Cappelluti; E. Schinnerer; Vernesa Smolčić; M. Salvato; Jason Rhodes; Bahram Mobasher; P. Capak; Richard Massey; Alexie Leauthaud; N. Z. Scoville

We use Hubble Space Telescope/Advanced Camera for Surveys images and a photometric catalog of the Cosmic Evolution Survey (COSMOS) field to analyze morphologies of the host galaxies of ~400 active galactic nucleus (AGN) candidates at redshifts 0.3 < z < 1.0. We compare the AGN hosts with a sample of nonactive galaxies drawn from the COSMOS field to match the magnitude and redshift distribution of the AGN hosts. We perform two-dimensional surface brightness modeling with GALFIT to yield host galaxy and nuclear point source magnitudes. X-ray-selected AGN host galaxy morphologies span a substantial range that peaks between those of early-type, bulge-dominated and late-type, disk-dominated systems. We also measure the asymmetry and concentration of the host galaxies. Unaccounted for, the nuclear point source can significantly bias results of these measured structural parameters, so we subtract the best-fit point source component to obtain images of the underlying host galaxies. Our concentration measurements reinforce the findings of our two-dimensional morphology fits, placing X-ray AGN hosts between early- and late-type inactive galaxies. AGN host asymmetry distributions are consistent with those of control galaxies. Combined with a lack of excess companion galaxies around AGN, the asymmetry distributions indicate that strong interactions are no more prevalent among AGN than normal galaxies. In light of recent work, these results suggest that the host galaxies of AGN at these X-ray luminosities may be in a transition from disk-dominated to bulge-dominated, but that this transition is not typically triggered by major mergers.We use HST/ACS images and a photometric catalog of the COSMOS field to analyze morphologies of the host galaxies of ∼400 AGN candidates at redshifts 0.3 < z < 1.0. We compare the AGN hosts with a sample of non-active galaxies drawn from the COSMOS field to match the magnitude and redshift distribution of the AGN hosts. We perform 2-D surface brightness modeling with GALFIT to yield host galaxy and nuclear point source magnitudes. X-ray selected AGN host galaxy morphologies span a substantial range that peaks between those of early-type, bulge-dominated and late-type, disk-dominated systems. We also measure the asymmetry and concentration of the host galaxies. Unaccounted for, the nuclear point source can significantly bias results of these measured structural parameters, so we subtract the best-fit point source component to obtain images of the underlying host galaxies. Our concentration measurements reinforce the findings of our 2-D morphology fits, placing X-ray AGN hosts between earlyand late-type inactive galaxies. AGN host asymmetry distributions are consistent with those of control galaxies. Combined with a lack of excess companion galaxies around AGN, the asymmetry distributions indicate that strong interactions are no more prevalent among AGN than normal galaxies. In light of recent work, these results suggest that the host galaxies of AGN at these X-ray luminosities may be in a transition from disk-dominated to bulge-dominated, but that this transition is not typically triggered by major mergers. Subject headings: galaxies: active — galaxies: evolution — galaxies: interactions — galaxies: structure


Astrophysical Journal Supplement Series | 2007

COSMOS: Three-dimensional Weak Lensing and the Growth of Structure

Richard Massey; Jason Rhodes; Alexie Leauthaud; P. Capak; Richard S. Ellis; Anton M. Koekemoer; Alexandre Refregier; N. Z. Scoville; James E. Taylor; J. Albert; Joel Bergé; Catherine Heymans; David E. Johnston; Jean-Paul Kneib; Y. Mellier; B. Mobasher; Elisabetta Semboloni; Patrick Lynn Shopbell; L. Tasca; Ludovic Van Waerbeke

We present a three-dimensional cosmic shear analysis of the Hubble Space Telescope COSMOS survey, the largest ever optical imaging program performed in space. We have measured the shapes of galaxies for the telltale distortions caused by weak gravitational lensing and traced the growth of that signal as a function of redshift. Using both 2D and 3D analyses, we measure cosmological parameters Ω_m, the density of matter in the universe, and σ_8, the normalization of the matter power spectrum. The introduction of redshift information tightens the constraints by a factor of 3 and also reduces the relative sampling (or cosmic) variance compared to recent surveys that may be larger but are only two-dimensional. From the 3D analysis, we find that σ_8(Ω_m/0.3)^(0.44) = 0.866^(+0.085)_(-0.068) at 68% confidence limits, including both statistical and potential systematic sources of error in the total budget. Indeed, the absolute calibration of shear measurement methods is now the dominant source of uncertainty. Assuming instead a baseline cosmology to fix the geometry of the universe, we have measured the growth of structure on both linear and nonlinear physical scales. Our results thus demonstrate a proof of concept for tomographic analysis techniques that have been proposed for future weak-lensing surveys by a dedicated wide-field telescope in space.


The Astrophysical Journal | 2010

The Rise and Fall of Passive Disk Galaxies: Morphological Evolution Along the Red Sequence Revealed by COSMOS

Kevin Bundy; Claudia Scarlata; C. M. Carollo; Richard S. Ellis; Niv Drory; Philip F. Hopkins; M. Salvato; Alexie Leauthaud; Anton M. Koekemoer; Norman Murray; O. Ilbert; P. A. Oesch; Chung-Pei Ma; P. Capak; L. Pozzetti; N. Z. Scoville

The increasing abundance of passive red-sequence galaxies since z ~ 1-2 is mirrored by a coincident rise in the number of galaxies with spheroidal morphologies. In this paper, however, we show in detail, that, the correspondence between galaxy morphology and color is not perfect, providing insight into the physical origin of this evolution. Using the COSMOS survey, we study a significant population of red-sequence galaxies with disk-like morphologies. These passive disks typically have Sa-Sb morphological types with large bulges, but they are not confined to dense environments. They represent nearly one-half of all red-sequence galaxies and dominate at lower masses (≾10^(10) M_⊙) where they are increasingly disk-dominated. As a function of time, the abundance of passive disks with M_* ≾10^(11) M_⊙ increases, but not as fast as red-sequence spheroidals in the same mass range. At higher mass, the passive disk population has declined since z ~ 1, likely because they transform into spheroidals. Based on these trends, we estimate that as much as 60% of galaxies transitioning onto the red sequence evolve through a passive disk phase. The origin of passive disks therefore has broad implications for our understanding of how star formation shuts down. Because passive disks tend to be more bulge-dominated than their star-forming counterparts, a simple fading of blue disks does not fully explain their origin. We explore the strengths and weaknesses of several more sophisticated explanations, including environmental effects, internal stabilization, and disk regrowth during gas-rich mergers. While previous work has sought to explain color and morphological transformations with a single process, these observations open the way to new insight by highlighting the fact that galaxy evolution may actually proceed through several separate stages.


The Astrophysical Journal | 2009

THE BIMODAL GALAXY STELLAR MASS FUNCTION IN THE COSMOS SURVEY TO z ∼ 1: A STEEP FAINT END AND A NEW GALAXY DICHOTOMY

Niv Drory; Kevin Bundy; Alexie Leauthaud; N. Z. Scoville; P. Capak; O. Ilbert; J. Kartaltepe; Jean-Paul Kneib; H. J. McCracken; M. Salvato; D. B. Sanders; D. Thompson; C. J. Willott

We present a new analysis of stellar mass functions in the COSMOS field to fainter limits than has been previously probed at z ≤ 1. The increase in dynamic range reveals features in the shape of the stellar mass function that deviate from a single Schechter function. Neither the total nor the red (passive) or blue (star-forming) galaxy stellar mass functions can be well fitted with a single Schechter function once the mass completeness limit of the sample probes below ~3 × 10^9 M_⊙. We observe a dip or plateau at masses ~10^(10) M_⊙, just below the traditional M^*, and an upturn toward a steep faint-end slope of α ~ –1.7 at lower mass at all redshifts ≤ 1. This bimodal nature of the mass function is not solely a result of the blue/red dichotomy. Indeed, the blue mass function is by itself bimodal at z ~ 1. This suggests a new dichotomy in galaxy formation that predates the appearance of the red sequence. We propose two interpretations for this bimodal distribution. If the gas fraction increases toward lower mass, galaxies with M_ (baryon) ~ 10^(10) M_⊙ would shift to lower stellar masses, creating the observed dip. This would indicate a change in star formation efficiency, perhaps linked to supernovae feedback becoming much more efficient below ~10^(10) M_⊙. Therefore, we investigate whether the dip is present in the baryonic (stars+gas) mass function. Alternatively, the dip could be created by an enhancement of the galaxy assembly rate at ~10^(11) M_⊙, a phenomenon that naturally arises if the baryon fraction peaks at M_(halo) ~ 10^(12) M_⊙. In this scenario, galaxies occupying the bump around M_* would be identified with central galaxies and the second fainter component of the mass function having a steep faint-end slope with satellite galaxies. The low-mass end of the blue and total mass functions exhibit a steeper slope than has been detected in previous work that may increasingly approach the halo mass function value of –2. While the dip feature is apparent in the total mass function at all redshifts, it appears to shift from the blue to the red population, likely as a result of transforming high-mass blue galaxies into red ones. At the same time, we detect a drastic upturn in the number of low-mass red galaxies. Their increase with time seems to reflect a decrease in the number of blue systems and so we tentatively associate them with satellite dwarf (spheroidal) galaxies that have undergone quenching due to environmental processes.

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Anton M. Koekemoer

Space Telescope Science Institute

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Jean-Paul Kneib

École Polytechnique Fédérale de Lausanne

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N. Z. Scoville

California Institute of Technology

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P. Capak

California Institute of Technology

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