Table · dataset · 2023
APOGEE red-giant stars spectroscopic age estimates
Listed in IVOA Registry (Virtual Observatory)
We tabulate spectroscopic stellar age estimates for 178825 red-giant stars observed by the APOGEE survey (Majewski et al., 2017AJ....154...94M, Cat.
Description
III/284) with a median statistical uncertainty of 17%. The ages were obtained with the supervised machine-learning technique XGBoost (Chen & Guestrin, 2016, arXiv:1603.02754), trained on a high-quality dataset of 3060 red-giant and red-clump stars with asteroseismic ages observed by both APOGEE and Kepler (Miglio et al., 2021A&A...645A..85M, Cat.
J/A+A/645/A85). Two sets of age estimates are delivered in this table: The first five columns contain the results of the fiducial XGBoost model (obtained with version 1.7.6 of the xgboost python package) mostly used in the accompanying paper. The final five columns use a XGBoost quantile regression (using version 2.0.0 of the xgboost python package).
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Our age estimates constitute a useful database for studying the evolution of the Galactic disc.
Links
Where it is published
- Reference page cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/678/A158 ↗
landing page · from IVOA Registry
Documentation and papers
- ADS 2023A&A...678A.158A ui.adsabs.harvard.edu/abs/2023A%26A...678A.158A ↗
publication · from IVOA Registry
Catalogue records · 2
- VOResource record dc.g-vo.org/oai.xml?verb=GetRecord&metadataPrefix=ivo_vor&identifier=ivo%3… ↗
metadata API · from IVOA Registry
- Registry record (GAVO) dc.g-vo.org/I/cds.vizier/j/a%2Ba/678/a158 ↗
catalogue entry · from IVOA Registry
Topics
- Stated by source
- Infrared
- From keywords
- Astronomy & Astrophysics
- Inferred from text
- Astronomical sciences 69% · Tabular 65%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| IVOA Registry (Virtual Observatory) | ivo://cds.vizier/j/a+a/678/a158 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · IVOA Registry | connector:ivoa_registry@1.0.0 | |
| concepts[field].anzsrc:group:5101 | enrichment · IVOA Registry | taxonomy-embedding@1.1.0 | title+keywords+description (69%) |
| concepts[field].local:field:astronomy | mapping · IVOA Registry | connector:ivoa_registry@1.0.0 | |
| concepts[modality].ivoa_waveband:infrared | source · IVOA Registry | connector:ivoa_registry@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · IVOA Registry | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · IVOA Registry | connector:ivoa_registry@1.0.0 | rr.resource.res_description |
| license_text | source · IVOA Registry | connector:ivoa_registry@1.0.0 | |
| publication_date | source · IVOA Registry | connector:ivoa_registry@1.0.0 | |
| title | source · IVOA Registry | connector:ivoa_registry@1.0.0 | rr.resource.res_title |
| updated_date | source · IVOA Registry | connector:ivoa_registry@1.0.0 |