Predictions of giant exoplanet host star's J/ApJ/880/49 ivo://CDS.VizieR/J/ApJ/880/49 doi:10.26093/cds/vizier.18800049 CDS Hinkel N.R. Unterborn C. Kane S.R. Somers G. Galvez R. 2026-01-20T12:12:59Z 2019-09-20T09:29:36Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr astronomical-models multiple-stars exoplanets The presence of certain elements within a star, and by extension its planet, strongly impacts the formation and evolution of the planetary system. The positive correlation between a host star's iron content and the presence of an orbiting giant exoplanet has been confirmed; however, the importance of other elements in predicting giant planet occurrence is less certain despite their central role in shaping internal planetary structure. We designed and applied a machine-learning algorithm to the Hypatia Catalog to analyze the stellar abundance patterns of known host stars to determine those elements important in identifying potential giant exoplanet host stars. We analyzed a variety of different elements ensembles-namely, volatiles, lithophiles, siderophiles, and Fe. We show that the relative abundances of oxygen, carbon, and sodium, in addition to iron, are influential indicators of the presence of a giant planet. We demonstrate the predictive power of our algorithm by analyzing stars with known giant planets and found that they had median 75% prediction score. We present a list of ~350 stars with no currently discovered planets that have a >=90% prediction probability likelihood of hosting a giant exoplanet. We investigated archival HARPS data and found significant trends that HIP 62345, HIP 71803, and HIP 10278 host long-period giant planet companions with estimated minimum M_p_sin(i) values of 3.7, 6.8, and 8.5M_J_, respectively. We anticipate that our findings will revolutionize future target selection, the role that elements play in giant planet formation, and the determination of giant planet interior structure models. 2019ApJ...880...49H https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJ/880/49 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJ/880/49 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJ/880/49 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJ/880/49 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJ/880/49 https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJ/880/49 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJ/880/49 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/ApJ/880/49/table1 (Predicted Giant Exoplanet Host Stars) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJ/880/49/table1? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJ/880/49/table1? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJ/880/49/table1? 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37679 37704 37708 37712 37716 37723 37791 37807 37828 37831-37832 37842 37922 37934 37944 37984-37985 38010 38022 38055 38064-38065 38089 38099 38126-38127 38137-38138 38154 38158 38189 38198 38219 38238 38259-38260 38279 38283 38300 38311 38324 38333 38339 38349 38355 38368 38404 38434 38440 38443 38452 38508 38524 38545 38562 38566 38581 38605 38614 38625 38630 38680 38698 38717 38734 38738 38742 38746 38757 38763 38765 38779 38788 38792 38806 38813 38836-38837 38856-38857 38864 38880 38918 38932 38934 38936 38944 38946 38955 38960 38967 38980 39030-39031 39034 39074 39095 39141 39149 39154 39183 39200 39219 39230 39237 39262 39282-39284 39297-39298 39302 39305 39314 39321 39336 39340 39348 39356 39361 39377 39386 39396-39397 39399 39422 39425 39443 39461 39463 39490 39500 39516 39527 39533 39555 39562-39563 39570 39576 39584 39586 39600 39615 39648 39660 39674 39685 39688 39691-39693 39733 39735 39767 39775 39842 39859 39861 39866 39877 39879 39888 39915 39939 39948 39954 39977-39978 39984 40017 40046 40048 40054 40078 40090 40095 40101 40105-40106 40140 40183 40197 40210 40236 40242 40271 40276 40283 40302 40317 40336 40355 40371 40375 40391 40404 40408 40418 40426 40453 40480 40486 40488 40514-40515 40563 40588 40590 40618 40633 40644 40667 40670-40671 40679-40680 40682 40686-40687 40690 40709 40717 40724 40749-40750 40757 40777 40784 40787 40795 40798 40805 40821 40823 40827 40833 40838 40880 40892 40896 40921 40932 40938 40959 40970 40985 40988 40999 41008 41016 41023 41039 41055 41094 41112 41127 41140 41143 41154 41168 41175 41204 41210 41212 41255 41259 41270 41272 41290 41323 41330 41355 41376 41391 41393 41407 41441 41450 41453 41463 41521 41527 41533 41545 41562 41570 41590-41591 41594 41611-41612 41672 41678 41687 41714 41721 41723 41734 41755 41763-41764 41773 41775 41853 41861 41887 41899 41912-41913 41935 41937 41941 41949 41969 41990-41991 42003 42005-42006 42009 42022 42024 42028 42046 42051 42063 42080 42093 42101-42102 42113 42115 42137 42146 42150-42151 42157 42166 42172 42174 42177 42197 42203 42212 42228 42245 42253 42285 42318 42326 42360 42379 42383 42411 42426 42441 42448 42457-42458 42460 42468 42479 42486 42492 42514 42519 42527 42550 42588 42595 42598 42602 42618 42622 42632 42656 42683 42689 42700 42702 42706 42727 42759 42769 42779-42780 42787 42794 42828 42836-42837 42845 42860 42874 42877 42887 42891 42899 42903 42911 42918 42921 42939 42956 42983 42997 43010 43032 43046 43065 43074 43089 43135 43143 43177 43193 43242 43258 43267 43275 43290 43296 43306 43310 43315 43321 43332 43345 43383 43392 43406 43424 43484 43538 43540 43544 43555-43556 43558 43567 43569 43577 43595 43602 43612 43621 43649 43663 43665 43668 43670 43672 43680 43686 43699 43724 43760 43771 43774 43778 43781-43782 43797 43818 43845 43854 43863 43892-43893 43912 43928 43944 43954 43959 43977 43989 44005-44006 44010 44015 44054 44078 44088 44115 44125 44127 44131 44150 44180 44208 44212 44221 44226 44228 44260 44262 44277 44284 44286 44323 44333 44340 44347 44359 44364 44372 44374 44389 44401 44501 44507 44514 44557 44573 44608 44626 44637-44638 44644 44669 44683 44688 44722 44727 44732 44737 44761 44771 44789 44792 44799 44833 44847 44859 44871 44877 44879 44883 44887 44891 44920 44924 44926 44956 45012 45029 45032 45034 45042 45050 45062 45099 45112 45121 45124 45138 45143 45165 45171 45175 45189 45196 45204 45214 45217 45228 45237 45265 45299 45309 45334 45337 45378 45386 45391 45412 45421-45422 45430 45438 45446 45457-45458 45485 45502 45511 45516 45518 45527 45535 45538 45549 45564-45565 45567 45627 45640-45641 45646 45656 45668-45669 45687 45717 45721 45752 45754 45758 45792 45834 45837 45843 45865 45871 45873-45874 45878 45888 45892 45902 45917 45924 45927 45941 45948 45974 45988 46009 46032 46053 46056 46080 46083 46095 46101 46110 46113 46119 46135 46170 46172 46193 46196-46197 46200 46203 46247-46249 46287 46289 46293 46306 46320 46327 46333-46334 46341 46355 46357 46383 46389 46391 46394-46395 46437 46473 46501-46502 46526 46544 46551 46559 46581 46603 46625 46627 46639-46640 46654 46664 46682 46685 46713-46714 46732 46734 46763 46768 46776 46805 46820 46828-46829 46851 46874 46910 46918 46925 46933 46936 46944 46957-46959 46971 46982 46987 46991 46997 47001 47011 47020 47022 47030 47067 47078 47098 47113 47137 47157 47169 47176 47181 47193-47194 47234 47245 47253 47263 47287 47308 47354 47364 47377 47387 47390 47396 47407 47409 47420 47424 47433 47463 47502 47511 47514 47543 47567 47575 47577 47580 47586 47629 47638 47640 47663 47706 47712 47715 47745 47791 47794-47795 47807 47809 47819 47823-47824 47832 47858 47894 47903 47910 47930 47935 47945 47952 47985 47991 47997 48014-48015 48019 48022 48045 48050-48051 48076 48119 48141 48147 48172 48175-48177 48182-48183 48188 48205 48212 48223 48230 48254 48260 48282-48283 48291 48310 48334 48350-48351 48355 48362 48367-48368 48373 48383 48394 48414 48436 48490 48504 48516 48523 48525 48554 48570 48572 48576 48581 48583 48589 48595 48607 48613 48632 48658 48664 48679 48687 48694 48705 48707 48745 48749 48757 48765 48768 48773 48785 48807 48816 48821 48846 48862 48870-48871 48883 48886 48889 48904 48913 48915 48923 48943 48955 48959 48980 48992 49004 49007 49026-49028 49042 49060 49094 49097 49114 49121 49128 49130 49147 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJ/880/49?format=ascii default J/ApJ/880/49/table1 Predicted Giant Exoplanet Host Stars recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int HIP Hipparcos identifier meta.id int RAJ2000 Right Ascension in decimal degrees (J2000) deg pos.eq.ra;meta.main DEJ2000 Declination in decimal degrees (J2000) deg pos.eq.dec;meta.main SpType Spectral type src.spType char Vmag V band magnitude mag phot.mag;em.opt.V float Sample1 ? Number of times star sampled in 1st ensemble (1) meta.id int nullable Pred1 ? Predicted to host giant planet in 1st ensemble (1) meta.number int nullable Prob1 ? Overall probability of hosting a giant planet in 1st ensemble (1) stat.fit.goodness double nullable Sample2 ? Number of times star sampled in 2nd ensemble (1) meta.id int nullable Pred2 ? Predicted to host giant planet in 2nd ensemble (1) meta.number int nullable Prob2 ? Overall probability of hosting a giant planet in 2nd ensemble (1) stat.fit.goodness double nullable Sample3 ? Number of times star sampled in 3rd ensemble (1) meta.id int nullable Pred3 ? Predicted to host giant planet in 3rd ensemble (1) meta.number int nullable Prob3 ? Overall probability of hosting a giant planet in 3rd ensemble (1) stat.fit.goodness double nullable Sample4 ? Number of times star sampled in 4th ensemble (1) meta.id int nullable Pred4 ? Predicted to host giant planet in 4th ensemble (1) meta.number int nullable Prob4 ? Overall probability of hosting a giant planet in 4th ensemble (1) stat.fit.goodness double nullable Sample5 ? Number of times star sampled in 5th ensemble (1) meta.id int nullable Pred5 ? Predicted to host giant planet in 5th ensemble (1) meta.number int nullable Prob5 ? Overall probability of hosting a giant planet in 5th ensemble (1) stat.fit.goodness double nullable Simbad Simbad column added by the CDS meta.ref.url char