The Velocity Field Olympics: Assessing velocity field reconstructions with direct distance tracers Article Swipe
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2502.00121
The peculiar velocity field of the local Universe provides direct insights into its matter distribution and the underlying theory of gravity, and is essential in cosmological analyses for modelling deviations from the Hubble flow. Numerous methods have been developed to reconstruct the density and velocity fields at $z \lesssim 0.05$, typically constrained by redshift-space galaxy positions or by direct distance tracers such as the Tully-Fisher relation, the fundamental plane, or Type Ia supernovae. We introduce a validation framework to evaluate the accuracy of these reconstructions against catalogues of direct distance tracers. Our framework assesses the goodness-of-fit of each reconstruction using Bayesian evidence, residual redshift discrepancies, velocity scaling, and the need for external bulk flows. Applying this framework to a suite of reconstructions -- including those derived from the Bayesian Origin Reconstruction from Galaxies (BORG) algorithm and from linear theory -- we find that the non-linear BORG reconstruction consistently outperforms others. We highlight the utility of such a comparative approach for supernova or gravitational wave cosmological studies, where selecting an optimal peculiar velocity model is essential. Additionally, we present calibrated bulk flow curves predicted by the reconstructions and perform a density--velocity cross-correlation using a linear theory reconstruction to constrain the growth factor, yielding $S_8 = 0.793 \pm 0.035$. The result is in good agreement with both weak lensing and Planck, but is in strong disagreement with some peculiar velocity studies.
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2502.00121
- https://arxiv.org/pdf/2502.00121
- OA Status
- green
- Cited By
- 4
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4407123207
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4407123207Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2502.00121Digital Object Identifier
- Title
-
The Velocity Field Olympics: Assessing velocity field reconstructions with direct distance tracersWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-01-31Full publication date if available
- Authors
-
Richard Stiskalek, Harry Desmond, Julien Devriendt, Adrianne Slyz, Guilhem Lavaux, Michael J. Hudson, Deaglan J. Bartlett, H. M. CourtoisList of authors in order
- Landing page
-
https://arxiv.org/abs/2502.00121Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2502.00121Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2502.00121Direct OA link when available
- Concepts
-
Physics, Peculiar velocity, Redshift, Astrophysics, GalaxyTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
4Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 4Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4407123207 |
|---|---|
| doi | https://doi.org/10.48550/arxiv.2502.00121 |
| ids.doi | https://doi.org/10.48550/arxiv.2502.00121 |
| ids.openalex | https://openalex.org/W4407123207 |
| fwci | 0.0 |
| type | preprint |
| title | The Velocity Field Olympics: Assessing velocity field reconstructions with direct distance tracers |
| biblio.issue | |
| biblio.volume | |
| biblio.last_page | |
| biblio.first_page | |
| topics[0].id | https://openalex.org/T10026 |
| topics[0].field.id | https://openalex.org/fields/31 |
| topics[0].field.display_name | Physics and Astronomy |
| topics[0].score | 0.9919000267982483 |
| topics[0].domain.id | https://openalex.org/domains/3 |
| topics[0].domain.display_name | Physical Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/3103 |
| topics[0].subfield.display_name | Astronomy and Astrophysics |
| topics[0].display_name | Galaxies: Formation, Evolution, Phenomena |
| topics[1].id | https://openalex.org/T12917 |
| topics[1].field.id | https://openalex.org/fields/31 |
| topics[1].field.display_name | Physics and Astronomy |
| topics[1].score | 0.9829000234603882 |
| topics[1].domain.id | https://openalex.org/domains/3 |
| topics[1].domain.display_name | Physical Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/3105 |
| topics[1].subfield.display_name | Instrumentation |
| topics[1].display_name | Astronomy and Astrophysical Research |
| topics[2].id | https://openalex.org/T11323 |
| topics[2].field.id | https://openalex.org/fields/31 |
| topics[2].field.display_name | Physics and Astronomy |
| topics[2].score | 0.9330999851226807 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/3103 |
| topics[2].subfield.display_name | Astronomy and Astrophysics |
| topics[2].display_name | Gamma-ray bursts and supernovae |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C121332964 |
| concepts[0].level | 0 |
| concepts[0].score | 0.8408896923065186 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q413 |
| concepts[0].display_name | Physics |
| concepts[1].id | https://openalex.org/C192975764 |
| concepts[1].level | 4 |
| concepts[1].score | 0.6641164422035217 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q1253791 |
| concepts[1].display_name | Peculiar velocity |
| concepts[2].id | https://openalex.org/C33024259 |
| concepts[2].level | 3 |
| concepts[2].score | 0.5583387613296509 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q76250 |
| concepts[2].display_name | Redshift |
| concepts[3].id | https://openalex.org/C44870925 |
| concepts[3].level | 1 |
| concepts[3].score | 0.47712230682373047 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q37547 |
| concepts[3].display_name | Astrophysics |
| concepts[4].id | https://openalex.org/C98444146 |
| concepts[4].level | 2 |
| concepts[4].score | 0.4637812376022339 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q318 |
| concepts[4].display_name | Galaxy |
| keywords[0].id | https://openalex.org/keywords/physics |
| keywords[0].score | 0.8408896923065186 |
| keywords[0].display_name | Physics |
| keywords[1].id | https://openalex.org/keywords/peculiar-velocity |
| keywords[1].score | 0.6641164422035217 |
| keywords[1].display_name | Peculiar velocity |
| keywords[2].id | https://openalex.org/keywords/redshift |
| keywords[2].score | 0.5583387613296509 |
| keywords[2].display_name | Redshift |
| keywords[3].id | https://openalex.org/keywords/astrophysics |
| keywords[3].score | 0.47712230682373047 |
| keywords[3].display_name | Astrophysics |
| keywords[4].id | https://openalex.org/keywords/galaxy |
| keywords[4].score | 0.4637812376022339 |
| keywords[4].display_name | Galaxy |
| language | en |
| locations[0].id | pmh:oai:arXiv.org:2502.00121 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S4306400194 |
| locations[0].source.issn | |
| locations[0].source.type | repository |
| locations[0].source.is_oa | True |
| locations[0].source.issn_l | |
| locations[0].source.is_core | False |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | arXiv (Cornell University) |
| locations[0].source.host_organization | https://openalex.org/I205783295 |
| locations[0].source.host_organization_name | Cornell University |
| locations[0].source.host_organization_lineage | https://openalex.org/I205783295 |
| locations[0].license | |
| locations[0].pdf_url | https://arxiv.org/pdf/2502.00121 |
| locations[0].version | submittedVersion |
| locations[0].raw_type | text |
| locations[0].license_id | |
| locations[0].is_accepted | False |
| locations[0].is_published | False |
| locations[0].raw_source_name | |
| locations[0].landing_page_url | http://arxiv.org/abs/2502.00121 |
| locations[1].id | doi:10.48550/arxiv.2502.00121 |
| locations[1].is_oa | True |
| locations[1].source.id | https://openalex.org/S4306400194 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | True |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | arXiv (Cornell University) |
| locations[1].source.host_organization | https://openalex.org/I205783295 |
| locations[1].source.host_organization_name | Cornell University |
| locations[1].source.host_organization_lineage | https://openalex.org/I205783295 |
| locations[1].license | cc-by |
| locations[1].pdf_url | |
| locations[1].version | |
| locations[1].raw_type | article |
| locations[1].license_id | https://openalex.org/licenses/cc-by |
| locations[1].is_accepted | False |
| locations[1].is_published | |
| locations[1].raw_source_name | |
| locations[1].landing_page_url | https://doi.org/10.48550/arxiv.2502.00121 |
| indexed_in | arxiv, datacite |
| authorships[0].author.id | https://openalex.org/A5011865477 |
| authorships[0].author.orcid | https://orcid.org/0000-0002-0986-314X |
| authorships[0].author.display_name | Richard Stiskalek |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Richard Stiskalek |
| authorships[0].is_corresponding | False |
| authorships[1].author.id | https://openalex.org/A5065060439 |
| authorships[1].author.orcid | https://orcid.org/0000-0003-0685-9791 |
| authorships[1].author.display_name | Harry Desmond |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Harry Desmond |
| authorships[1].is_corresponding | False |
| authorships[2].author.id | https://openalex.org/A5018549506 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-8140-0422 |
| authorships[2].author.display_name | Julien Devriendt |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Julien Devriendt |
| authorships[2].is_corresponding | False |
| authorships[3].author.id | https://openalex.org/A5041210013 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | Adrianne Slyz |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Adrianne Slyz |
| authorships[3].is_corresponding | False |
| authorships[4].author.id | https://openalex.org/A5023852101 |
| authorships[4].author.orcid | https://orcid.org/0000-0003-0143-8891 |
| authorships[4].author.display_name | Guilhem Lavaux |
| authorships[4].countries | FR |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I2801766991 |
| authorships[4].affiliations[0].raw_affiliation_string | IAP - Institut d'Astrophysique de Paris (98bis, bd Arago - 75014 Paris France - France) |
| authorships[4].institutions[0].id | https://openalex.org/I2801766991 |
| authorships[4].institutions[0].ror | https://ror.org/022bnxw24 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I1294671590, https://openalex.org/I1294671590, https://openalex.org/I2801766991, https://openalex.org/I39804081, https://openalex.org/I4210148025 |
| authorships[4].institutions[0].country_code | FR |
| authorships[4].institutions[0].display_name | Institut d'Astrophysique de Paris |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Guilhem Lavaux |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | IAP - Institut d'Astrophysique de Paris (98bis, bd Arago - 75014 Paris France - France) |
| authorships[5].author.id | https://openalex.org/A5021576595 |
| authorships[5].author.orcid | https://orcid.org/0000-0002-1437-3786 |
| authorships[5].author.display_name | Michael J. Hudson |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Michael J Hudson |
| authorships[5].is_corresponding | False |
| authorships[6].author.id | https://openalex.org/A5062077005 |
| authorships[6].author.orcid | https://orcid.org/0000-0001-9426-7723 |
| authorships[6].author.display_name | Deaglan J. Bartlett |
| authorships[6].countries | FR |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I2801766991 |
| authorships[6].affiliations[0].raw_affiliation_string | IAP - Institut d'Astrophysique de Paris (98bis, bd Arago - 75014 Paris France - France) |
| authorships[6].institutions[0].id | https://openalex.org/I2801766991 |
| authorships[6].institutions[0].ror | https://ror.org/022bnxw24 |
| authorships[6].institutions[0].type | education |
| authorships[6].institutions[0].lineage | https://openalex.org/I1294671590, https://openalex.org/I1294671590, https://openalex.org/I2801766991, https://openalex.org/I39804081, https://openalex.org/I4210148025 |
| authorships[6].institutions[0].country_code | FR |
| authorships[6].institutions[0].display_name | Institut d'Astrophysique de Paris |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Deaglan J Bartlett |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | IAP - Institut d'Astrophysique de Paris (98bis, bd Arago - 75014 Paris France - France) |
| authorships[7].author.id | https://openalex.org/A5091590493 |
| authorships[7].author.orcid | https://orcid.org/0000-0003-0509-1776 |
| authorships[7].author.display_name | H. M. Courtois |
| authorships[7].countries | FR |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I4210152651, https://openalex.org/I4387155512 |
| authorships[7].affiliations[0].raw_affiliation_string | IP2I Lyon - Institut de Physique des 2 Infinis de Lyon (Campus LyonTech-la Doua Bâtiment Paul DIRAC 4 Rue Enrico Fermi 69622 Villeurbanne Cedex - France) |
| authorships[7].institutions[0].id | https://openalex.org/I4387155512 |
| authorships[7].institutions[0].ror | https://ror.org/02avf8f85 |
| authorships[7].institutions[0].type | facility |
| authorships[7].institutions[0].lineage | https://openalex.org/I100532134, https://openalex.org/I1294671590, https://openalex.org/I203339264, https://openalex.org/I4210133362, https://openalex.org/I4387155512 |
| authorships[7].institutions[0].country_code | |
| authorships[7].institutions[0].display_name | Institut de Physique des 2 Infinis de Lyon |
| authorships[7].institutions[1].id | https://openalex.org/I4210152651 |
| authorships[7].institutions[1].ror | https://ror.org/03z4c6358 |
| authorships[7].institutions[1].type | facility |
| authorships[7].institutions[1].lineage | https://openalex.org/I100532134, https://openalex.org/I1294671590, https://openalex.org/I203339264, https://openalex.org/I4210133362, https://openalex.org/I4210152651 |
| authorships[7].institutions[1].country_code | FR |
| authorships[7].institutions[1].display_name | Institute of Nuclear Physics of Lyon |
| authorships[7].author_position | last |
| authorships[7].raw_author_name | Hélène M Courtois |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | IP2I Lyon - Institut de Physique des 2 Infinis de Lyon (Campus LyonTech-la Doua Bâtiment Paul DIRAC 4 Rue Enrico Fermi 69622 Villeurbanne Cedex - France) |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://arxiv.org/pdf/2502.00121 |
| open_access.oa_status | green |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | The Velocity Field Olympics: Assessing velocity field reconstructions with direct distance tracers |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-19T23:35:23.961156 |
| primary_topic.id | https://openalex.org/T10026 |
| primary_topic.field.id | https://openalex.org/fields/31 |
| primary_topic.field.display_name | Physics and Astronomy |
| primary_topic.score | 0.9919000267982483 |
| primary_topic.domain.id | https://openalex.org/domains/3 |
| primary_topic.domain.display_name | Physical Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/3103 |
| primary_topic.subfield.display_name | Astronomy and Astrophysics |
| primary_topic.display_name | Galaxies: Formation, Evolution, Phenomena |
| related_works | https://openalex.org/W4321479465, https://openalex.org/W2007162653, https://openalex.org/W1981390420, https://openalex.org/W2888054442, https://openalex.org/W2051259421, https://openalex.org/W2169264711, https://openalex.org/W1989538665, https://openalex.org/W2076514909, https://openalex.org/W2992632780, https://openalex.org/W3106363616 |
| cited_by_count | 4 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 4 |
| locations_count | 2 |
| best_oa_location.id | pmh:oai:arXiv.org:2502.00121 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S4306400194 |
| best_oa_location.source.issn | |
| best_oa_location.source.type | repository |
| best_oa_location.source.is_oa | True |
| best_oa_location.source.issn_l | |
| best_oa_location.source.is_core | False |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | arXiv (Cornell University) |
| best_oa_location.source.host_organization | https://openalex.org/I205783295 |
| best_oa_location.source.host_organization_name | Cornell University |
| best_oa_location.source.host_organization_lineage | https://openalex.org/I205783295 |
| best_oa_location.license | |
| best_oa_location.pdf_url | https://arxiv.org/pdf/2502.00121 |
| best_oa_location.version | submittedVersion |
| best_oa_location.raw_type | text |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | False |
| best_oa_location.is_published | False |
| best_oa_location.raw_source_name | |
| best_oa_location.landing_page_url | http://arxiv.org/abs/2502.00121 |
| primary_location.id | pmh:oai:arXiv.org:2502.00121 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S4306400194 |
| primary_location.source.issn | |
| primary_location.source.type | repository |
| primary_location.source.is_oa | True |
| primary_location.source.issn_l | |
| primary_location.source.is_core | False |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | arXiv (Cornell University) |
| primary_location.source.host_organization | https://openalex.org/I205783295 |
| primary_location.source.host_organization_name | Cornell University |
| primary_location.source.host_organization_lineage | https://openalex.org/I205783295 |
| primary_location.license | |
| primary_location.pdf_url | https://arxiv.org/pdf/2502.00121 |
| primary_location.version | submittedVersion |
| primary_location.raw_type | text |
| primary_location.license_id | |
| primary_location.is_accepted | False |
| primary_location.is_published | False |
| primary_location.raw_source_name | |
| primary_location.landing_page_url | http://arxiv.org/abs/2502.00121 |
| publication_date | 2025-01-31 |
| publication_year | 2025 |
| referenced_works_count | 0 |
| abstract_inverted_index.= | 203 |
| abstract_inverted_index.a | 75, 118, 156, 188, 192 |
| abstract_inverted_index.$z | 47 |
| abstract_inverted_index.-- | 122, 139 |
| abstract_inverted_index.Ia | 71 |
| abstract_inverted_index.We | 73, 150 |
| abstract_inverted_index.an | 168 |
| abstract_inverted_index.as | 62 |
| abstract_inverted_index.at | 46 |
| abstract_inverted_index.by | 52, 57, 183 |
| abstract_inverted_index.in | 24, 210, 221 |
| abstract_inverted_index.is | 22, 173, 209, 220 |
| abstract_inverted_index.of | 4, 19, 82, 87, 96, 120, 154 |
| abstract_inverted_index.or | 56, 69, 161 |
| abstract_inverted_index.to | 39, 78, 117, 196 |
| abstract_inverted_index.we | 140, 176 |
| abstract_inverted_index.Our | 91 |
| abstract_inverted_index.The | 0, 207 |
| abstract_inverted_index.\pm | 205 |
| abstract_inverted_index.and | 15, 21, 43, 107, 135, 186, 217 |
| abstract_inverted_index.but | 219 |
| abstract_inverted_index.for | 27, 110, 159 |
| abstract_inverted_index.its | 12 |
| abstract_inverted_index.the | 5, 16, 31, 41, 63, 66, 80, 94, 108, 127, 143, 152, 184, 198 |
| abstract_inverted_index.$S_8 | 202 |
| abstract_inverted_index.BORG | 145 |
| abstract_inverted_index.Type | 70 |
| abstract_inverted_index.been | 37 |
| abstract_inverted_index.both | 214 |
| abstract_inverted_index.bulk | 112, 179 |
| abstract_inverted_index.each | 97 |
| abstract_inverted_index.find | 141 |
| abstract_inverted_index.flow | 180 |
| abstract_inverted_index.from | 30, 126, 131, 136 |
| abstract_inverted_index.good | 211 |
| abstract_inverted_index.have | 36 |
| abstract_inverted_index.into | 11 |
| abstract_inverted_index.need | 109 |
| abstract_inverted_index.some | 225 |
| abstract_inverted_index.such | 61, 155 |
| abstract_inverted_index.that | 142 |
| abstract_inverted_index.this | 115 |
| abstract_inverted_index.wave | 163 |
| abstract_inverted_index.weak | 215 |
| abstract_inverted_index.with | 213, 224 |
| abstract_inverted_index.0.793 | 204 |
| abstract_inverted_index.field | 3 |
| abstract_inverted_index.flow. | 33 |
| abstract_inverted_index.local | 6 |
| abstract_inverted_index.model | 172 |
| abstract_inverted_index.suite | 119 |
| abstract_inverted_index.these | 83 |
| abstract_inverted_index.those | 124 |
| abstract_inverted_index.using | 99, 191 |
| abstract_inverted_index.where | 166 |
| abstract_inverted_index.(BORG) | 133 |
| abstract_inverted_index.0.05$, | 49 |
| abstract_inverted_index.Hubble | 32 |
| abstract_inverted_index.Origin | 129 |
| abstract_inverted_index.curves | 181 |
| abstract_inverted_index.direct | 9, 58, 88 |
| abstract_inverted_index.fields | 45 |
| abstract_inverted_index.flows. | 113 |
| abstract_inverted_index.galaxy | 54 |
| abstract_inverted_index.growth | 199 |
| abstract_inverted_index.linear | 137, 193 |
| abstract_inverted_index.matter | 13 |
| abstract_inverted_index.plane, | 68 |
| abstract_inverted_index.result | 208 |
| abstract_inverted_index.strong | 222 |
| abstract_inverted_index.theory | 18, 138, 194 |
| abstract_inverted_index.0.035$. | 206 |
| abstract_inverted_index.Planck, | 218 |
| abstract_inverted_index.against | 85 |
| abstract_inverted_index.density | 42 |
| abstract_inverted_index.derived | 125 |
| abstract_inverted_index.factor, | 200 |
| abstract_inverted_index.lensing | 216 |
| abstract_inverted_index.methods | 35 |
| abstract_inverted_index.optimal | 169 |
| abstract_inverted_index.others. | 149 |
| abstract_inverted_index.perform | 187 |
| abstract_inverted_index.present | 177 |
| abstract_inverted_index.tracers | 60 |
| abstract_inverted_index.utility | 153 |
| abstract_inverted_index.Applying | 114 |
| abstract_inverted_index.Bayesian | 100, 128 |
| abstract_inverted_index.Galaxies | 132 |
| abstract_inverted_index.Numerous | 34 |
| abstract_inverted_index.Universe | 7 |
| abstract_inverted_index.\lesssim | 48 |
| abstract_inverted_index.accuracy | 81 |
| abstract_inverted_index.analyses | 26 |
| abstract_inverted_index.approach | 158 |
| abstract_inverted_index.assesses | 93 |
| abstract_inverted_index.distance | 59, 89 |
| abstract_inverted_index.evaluate | 79 |
| abstract_inverted_index.external | 111 |
| abstract_inverted_index.gravity, | 20 |
| abstract_inverted_index.insights | 10 |
| abstract_inverted_index.peculiar | 1, 170, 226 |
| abstract_inverted_index.provides | 8 |
| abstract_inverted_index.redshift | 103 |
| abstract_inverted_index.residual | 102 |
| abstract_inverted_index.scaling, | 106 |
| abstract_inverted_index.studies, | 165 |
| abstract_inverted_index.studies. | 228 |
| abstract_inverted_index.tracers. | 90 |
| abstract_inverted_index.velocity | 2, 44, 105, 171, 227 |
| abstract_inverted_index.yielding | 201 |
| abstract_inverted_index.agreement | 212 |
| abstract_inverted_index.algorithm | 134 |
| abstract_inverted_index.constrain | 197 |
| abstract_inverted_index.developed | 38 |
| abstract_inverted_index.essential | 23 |
| abstract_inverted_index.evidence, | 101 |
| abstract_inverted_index.framework | 77, 92, 116 |
| abstract_inverted_index.highlight | 151 |
| abstract_inverted_index.including | 123 |
| abstract_inverted_index.introduce | 74 |
| abstract_inverted_index.modelling | 28 |
| abstract_inverted_index.positions | 55 |
| abstract_inverted_index.predicted | 182 |
| abstract_inverted_index.relation, | 65 |
| abstract_inverted_index.selecting | 167 |
| abstract_inverted_index.supernova | 160 |
| abstract_inverted_index.typically | 50 |
| abstract_inverted_index.calibrated | 178 |
| abstract_inverted_index.catalogues | 86 |
| abstract_inverted_index.deviations | 29 |
| abstract_inverted_index.essential. | 174 |
| abstract_inverted_index.non-linear | 144 |
| abstract_inverted_index.underlying | 17 |
| abstract_inverted_index.validation | 76 |
| abstract_inverted_index.comparative | 157 |
| abstract_inverted_index.constrained | 51 |
| abstract_inverted_index.fundamental | 67 |
| abstract_inverted_index.outperforms | 148 |
| abstract_inverted_index.reconstruct | 40 |
| abstract_inverted_index.supernovae. | 72 |
| abstract_inverted_index.Tully-Fisher | 64 |
| abstract_inverted_index.consistently | 147 |
| abstract_inverted_index.cosmological | 25, 164 |
| abstract_inverted_index.disagreement | 223 |
| abstract_inverted_index.distribution | 14 |
| abstract_inverted_index.Additionally, | 175 |
| abstract_inverted_index.gravitational | 162 |
| abstract_inverted_index.Reconstruction | 130 |
| abstract_inverted_index.discrepancies, | 104 |
| abstract_inverted_index.reconstruction | 98, 146, 195 |
| abstract_inverted_index.redshift-space | 53 |
| abstract_inverted_index.goodness-of-fit | 95 |
| abstract_inverted_index.reconstructions | 84, 121, 185 |
| abstract_inverted_index.cross-correlation | 190 |
| abstract_inverted_index.density--velocity | 189 |
| cited_by_percentile_year | |
| countries_distinct_count | 1 |
| institutions_distinct_count | 8 |
| citation_normalized_percentile |