2023AJ....166...62B


Query : 2023AJ....166...62B

2023AJ....166...62B - Astron. J., 166, 62 (2023/August-0)

Overfitting Affects the Reliability of Radial Velocity Mass Estimates of the V1298 Tau Planets.

BLUNT S., CARVALHO A., DAVID T.J., BEICHMAN C., ZINK J.K., GAIDOS E., BEHMARD A., BOUMA L.G., CODY D., DAI F., FOREMAN-MACKEY D., GRUNBLATT S., HOWARD A.W., KOSIAREK M., KNUTSON H.A., RUBENZAHL R.A., BEARD C., CHONTOS A., GIACALONE S., HIRANO T., JOHNSON M.C., LUBIN J., MURPHY J.M.A., PETIGURA E.A., VAN ZANDT J. and WEISS L.

Abstract (from CDS):

Mass, radius, and age measurements of young (≲100 Myr) planets have the power to shape our understanding of planet formation. However, young stars tend to be extremely variable in both photometry and radial velocity (RV) measurements, which makes constraining these properties challenging. The V1298 Tau system of four ∼0.5RJ planets transiting a pre-main-sequence star presents an important, if stress-inducing, opportunity to observe and measure directly the properties of infant planets. Suárez Mascareño et al. published radial-velocity-derived masses for two of the V1298 Tau planets using a state-of-the-art Gaussian process regression framework. The planetary densities computed from these masses were surprisingly high, implying extremely rapid contraction after formation in tension with most existing planet-formation theories. In an effort to constrain further the masses of the V1298 Tau planets, we obtained 36 RVs using Keck/HIRES, and analyzed them in concert with published RVs and photometry. Through performing a suite of cross-validation tests, we found evidence that the preferred model of Suárez Mascareño et al. suffers from overfitting, defined as the inability to predict unseen data, rendering the masses unreliable. We detail several potential causes of this overfitting, many of which may be important for other RV analyses of other active stars, and recommend that additional time and resources be allocated to understanding and mitigating activity in active young stars such as V1298 Tau.

Abstract Copyright: © 2023. The Author(s). Published by the American Astronomical Society.

Journal keyword(s): Starspots - Radial velocity

VizieR on-line data: <Available at CDS (J/AJ/166/62): table1.dat>

Simbad objects: 14

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Number of rows : 14
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026
#notes
1 NAME V1298 Tau e Pl 04 05 19.5909996648 +20 09 25.563233736           ~ 33 0
2 NAME V1298 Tau b Pl 04 05 19.5909996648 +20 09 25.563233736           ~ 79 0
3 NAME V1298 Tau d Pl 04 05 19.5909996648 +20 09 25.563233736           ~ 34 0
4 NAME V1298 Tau c Pl 04 05 19.5909996648 +20 09 25.563233736           ~ 64 0
5 V* V1298 Tau TT* 04 05 19.5909996648 +20 09 25.563233736   11.11 10.12 9.57   K1 194 0
6 V* V1023 Tau Or* 04 18 47.0291197872 +28 20 07.493080560   14.31 12.00 11.21   K7 178 0
7 K2-131 * 12 11 00.3783875832 -09 45 54.781040484   13.054 12.115     ~ 32 0
8 TOI-1227 Y*? 12 27 04.3053248184 -72 27 06.492769776           M4.5V 40 0
9 HD 120411 * 13 50 06.2797027704 -40 50 08.881076364   10.45 9.80     G0V 78 0
10 K2-33 Or* 16 10 14.7377409264 -19 19 09.407629452   17.353       dM3.0 107 0
11 Kepler-1627 Ro* 18 56 13.5978347112 +41 34 36.240123684           G2V 45 0
12 Kepler-78b Pl 19 34 58.0137407208 +44 26 53.960186940           ~ 153 1
13 HD 197481 BY* 20 45 09.5324974119 -31 20 27.237889841   10.05 8.627 9.078 6.593 M1VeBa1 1344 0
14 HD 222259A RS* 23 39 39.4808078664 -69 11 44.707735104   9.161 8.226 9.28 7.352 G6V 190 0

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