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We thank the anonymous referee for insightful comments that helped improve the presentation of this paper. This work was made possible by the efforts of Gerard Lemson and colleagues at the German Astronomical Virtual Observatory in setting up the Millennium Simulation data base in Garching. EJ, SC, NP, and IZ acknowledge the hospitality of the ICC at Durham University. EJ acknowledges support from 'Centro de Astronomia y Tecnologias Afines' BASAL 170002. SC acknowledges the support of the 'Juan de la Cierva formacion' fellowship (FJCI-2017-33816). NP acknowledges support from Fondecyt Regular 1191813. IZ acknowledges support by NSF grant AST-1612085. This project has received funding from the European Union's Horizon 2020 Research and Innovation Programme under the Marie Sklodowska-Curie grant agreement no. 734374. The calculations for this paper were performed on the Geryon computer at the Center for AstroEngineering UC, part of the BASAL PFB-06, which received additional funding from QUIMAL 130008 and Fondequip AIC-57 for upgrades.

Analysis of institutional authors

Gonzalez-Perez, VioletaAuthor

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October 20, 2020
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Extensions to the halo occupation distribution model for more accurate clustering predictions

Publicated to:MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY. 490 (3): 3532-3544 - 2019-01-01 490(3), DOI: 10.1093/mnras/stz2790

Authors: Jimenez, Esteban; Contreras, Sergio; Padilla, Nelson; Zehavi, Idit; Baugh, Carlton M.; Gonzalez-Perez, Violeta;

Affiliations

‎ Case Western Reserve Univ, Dept Phys, Cleveland, OH 44106 USA - Author
‎ Donostia Int Phys Ctr DIPC, Manuel Lardizabal Pasealekua 4, E-20018 Donostia San Sebastian, Basque Country, Spain - Author
‎ Pontificia Univ Catolica Chile, Ctr Astroingn, Santiago 8970117, Chile - Author
‎ Pontificia Univ Catolica Chile, Inst Astrofis, Santiago 8970117, Chile - Author
‎ Univ Durham, Inst Computat Cosmol, Dept Phys, South Rd, Durham DH1 3LE, England - Author
‎ Univ Lancaster, Energy Lancaster, Lancaster LA1 4YB, England - Author
‎ Univ Portsmouth, Inst Cosmol & Gravitat, Dennis Sciama Bldg, Portsmouth PO1 3FX, Hants, England - Author
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Abstract

We test different implementations of the halo occupation distribution (HOD) model to reconstruct the spatial distribution of galaxies as predicted by a version of the L-GALAXIES semi-analytical model (SAM). We compare the measured two-point correlation functions of the HOD mock catalogues and the SAM samples to quantify the fidelity of the reconstruction. We use fixed number density galaxy samples selected according to stellar mass or star formation rate (SFR). We develop three different schemes to populate haloes with galaxies with increasing complexity, considering the scatter of the satellite HOD as an additional parameter in the modelling. We modify the SAM output, removing assembly bias and using a standard Navarro-Frenk-White density profile for the satellite galaxies as the target to reproduce with our HOD mocks. We find that all models give similar reproductions of the two-halo contribution to the clustering signal, but there are differences in the one-halo term. In particular, the HOD mock reproductions work equally well using either the HOD of central and satellites separately or using a model that also accounts for whether or not the haloes contain a central galaxy. We find that the HOD scatter does not have an important impact on the clustering predictions for stellar mass-selected samples. For SFR selections, we obtain the most accurate results assuming a negative binomial distribution for the number of satellites in a halo. The scatter in the satellites HOD is a key consideration for HOD mock catalogues that mimic ELG or SFR-selected samples in future galaxy surveys.

Keywords

Assembly biasCosmology: theoryDark-matter substructureDependenceEmissionEmittersEvolutionGalaxies: evolutionGalaxies: formationGalaxies: haloesGalaxies: statisticsLarge-scale structure of universePopulationSimulationsStar-forming galaxiesStatistics

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2019, it was in position 12/68, thus managing to position itself as a Q1 (Primer Cuartil), in the category Astronomy & Astrophysics.

From a relative perspective, and based on the normalized impact indicator calculated from World Citations provided by WoS (ESI, Clarivate), it yields a value for the citation normalization relative to the expected citation rate of: 1.09. This indicates that, compared to works in the same discipline and in the same year of publication, it ranks as a work cited above average. (source consulted: ESI Nov 14, 2024)

This information is reinforced by other indicators of the same type, which, although dynamic over time and dependent on the set of average global citations at the time of their calculation, consistently position the work at some point among the top 50% most cited in its field:

  • Field Citation Ratio (FCR) from Dimensions: 7.04 (source consulted: Dimensions Jul 2025)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-07-09, the following number of citations:

  • WoS: 20

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-07-09:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 15.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 15 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 9.1.
  • The number of mentions on the social network X (formerly Twitter): 4 (Altmetric).

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Chile; United Kingdom; United States of America.

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: Last Author (GONZALEZ PEREZ, VIOLETA).