Sorting of 4XMM-DR9 sources by machine learning J/MNRAS/503/5263 ivo://CDS.VizieR/J/MNRAS/503/5263 doi:10.26093/cds/vizier.75035263 CDS Zhang Y. Zhao Y. Wu X.-B. 2024-11-06T20:33:29Z 2024-04-26T12:17:24Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr x-ray-sources visible-astronomy infrared-sources galaxies quasars The ESA's X-ray Multi-mirror Mission (XMM-Newton) created a new high-quality version of the XMM-Newton serendipitous source catalogue, 4XMM-DR9, which provides a wealth of information for observed sources. The 4XMM-DR9 catalogue is correlated with the Sloan Digital Sky Survey (SDSS) DR12 photometric data base and the AllWISE data base; we then get X-ray sources with information from the X-ray, optical, and/or infrared bands and obtain the XMM-WISE, XMM-SDSS, and XMM-WISE-SDSS samples. Based on the large spectroscopic surveys of SDSS and the Large Sky Area Multi-object Fiber Spectroscopic Telescope (LAMOST), we cross-match the XMM-WISE-SDSS sample with sources of known spectral classes, and obtain known samples of stars, galaxies, and quasars. The distribution of stars, galaxies, and quasars as well as all spectral classes of stars in 2D parameter space is presented. Various machine-learning methods are applied to different samples from different bands. The better classified results are retained. For the sample from the X-ray band, a rotation-forest classifier performs the best. For the sample from the X-ray and infrared bands, a random-forest algorithm outperforms all other methods. For the samples from the X-ray, optical, and/or infrared bands, the LogitBoost classifier shows its superiority. Thus, all X-ray sources in the 4XMM-DR9 catalogue with different input patterns are classified by their respective models that are created by these best methods. Their membership of and membership probabilities for individual X-ray sources are assigned. The classified result will be of great value for the further research of X-ray sources in greater detail. 2021MNRAS.503.5263Z https://cdsarc.cds.unistra.fr/viz-bin/cat/J/MNRAS/503/5263 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to IX/59 : XMM-Newton Serendipitous Source Catalogue 4XMM-DR9 (Webb+, 2020) V/147 : The SDSS Photometric Catalogue, Release 12 (Alam+, 2015) II/328 : AllWISE Data Release (Cutri+ 2013) V/146 : LAMOST DR1 catalogs (Luo+, 2015) VII/286 : SDSS quasar catalog, fourteenth data release (Paris+, 2018) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/MNRAS/503/5263 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/MNRAS/503/5263 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/MNRAS/503/5263 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/MNRAS/503/5263 https://vizier.iucaa.in/viz-bin/votable?-source=J/MNRAS/503/5263 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/MNRAS/503/5263 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/MNRAS/503/5263/table10 (predicted results of machine learning classifications of 4XMM-DR9 sources) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/503/5263/table10? https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/503/5263/table10? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/503/5263/table10? 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40818-40819 40823 40825 40829 40834-40835 40891 40898 40904-40905 40909-40911 40920 40922-40923 40929 40940-40941 40943 40950-40951 40965 40967 40985 40987-40988 41001-41003 41012 41014 41026-41027 41051 41054 41057 41059-41061 41072 41074 41080-41081 41088-41089 41108 41120 41122 41128 41130 41132 41134 41180-41181 41217 41220 41249 41270-41271 41278-41279 41295 41302-41303 41310-41311 41326-41327 41384 41386 41399 41402-41403 41412 41417 41423 41434-41435 41439 41441 41444-41446 41460-41461 41467 41470 41472 41507 41510 41513 41516 41524-41526 41528 41530 41534-41535 41570-41571 41576 41578 41581 41583-41584 41586 41591-41593 41595 41597-41599 41602-41603 41605 41607-41609 41618 41627-41628 41630-41631 41642-41643 41653-41655 41658 41660 41662 41664 41667 41670-41671 41674 41684-41686 41692 41701 41712-41713 41716 41718-41719 41730-41731 41735-41737 41739 41741 41743 41749 41755-41756 41758 41767 41777-41780 41790 41795 41798 41802 41808-41809 41812 41814-41815 41820 41822-41823 41845 41847 41860-41862 41873 41876-41877 41916 41923 41926 41943 41949 41951 41964 41966 41982-41983 41986-41987 42003 42006 42016 42018 42023 42027 42032 42034 42080-42081 42113-42115 42120-42121 42125 42137 42140 42157 42159 42177 42179-42180 42182 42188-42189 42196 42206-42207 42210-42211 42213-42217 42220-42221 42223 42228-42230 42232 42248-42249 42277 42288 42290 42293 42296 42314-42315 42333 42336 42347 42353 42356 42358 42362 42364 42366 42370-42371 42373 42376 42378 42384 42386-42387 42389-42391 42396-42397 42400-42401 42405 42409 42416-42417 42419 42429 42431 42433-42436 42438-42441 42443 42448 42450-42451 42457 42460-42461 42463-42464 42468 42483 42485 42487 42491 42493 42496 42498 42500 42502 42507 42510-42511 42514-42515 42530 42532-42533 42535 42540 42542 42547 42583 42595 42599 42605 42610-42611 42614 42626 42630-42633 42636 42644 42646 42652-42653 42664 42666 42672 42674 42678 42684 42694 42697 42700 42704 42714-42715 42720 42727 42742-42743 42799 42820 42822-42823 42825 42841 42844 42852 42889 42891 42910 42913 42916 42919 42924-42925 42948 42959 42963 42966 42969-42970 42972 42977-42981 42983-42984 42989-42992 42994 43000 43008-43009 43012 43014-43015 43018 43022 43024 43028 43035-43036 43038 43040 43042 43044 43057 43060 43064-43065 43075 43078 43081 43099 43110 43135 43139 43145 43178 43199 43214 43221 43225 43227 43233 43236 43240 43242 43257-43259 43291 43294 43302 43306-43308 43310 43313 43315-43316 43321 43326 43337-43340 43342 43348 43386-43387 43390-43392 43407 43412 43416-43417 43420 43429 43433 43435 43450-43451 43458 43476-43477 43506 43518 43528 43531 43544 43546 43563-43564 43566 43572 43574 43600-43601 43621 43623 43625-43628 43630 43632 43634 43644 43646 43649 43677 43679 43712 43720 43722-43723 43757 43785 43787 43792 43796-43797 43803 43806 43815 43818-43819 43825 43827-43828 43830-43831 43842-43843 43848-43849 43851 43860 43872 43874-43878 43880-43881 43883-43884 43898 43904-43905 43908-43910 43918-43919 43936-43937 43939 43945 43947-43948 43950 43952 43962-43963 43977 43989 43995 44002 44008-44009 44011 44014 44017-44018 44024-44025 44069 44092 44094 44124-44125 44159 44169 44210 44236 44241 44245 44247 44307 44310 44313 44325 44341 44352 44354 44356-44357 44360 44362 44367 44379 44381 44384 44389 44401 44418 44448 44452 44475 44502 44508 44518 44524 44540 44542 44550-44551 44554-44555 44626 44671-44672 44696 44698 44777 44785 44788 44809 44812 44817 44820 44833 44835-44836 44838 44857 44860-44861 44863 44883 44892 44894 44947 44982 44988 45044 45046 45054 45058-45059 45064-45065 45073 45076 45219 45222 45227 45230-45231 45233 45235 45242 45253 45255 45264 45291 45294 45305 45307 45325 45336 45348 45350 45364 45366 45421-45423 45432 45443 45446 45463 45469 45471 45479 45484-45485 45490 45496-45497 45500 45502 45506 45536-45537 45540 45542-45543 45546 45551 45560 45562 45573 45580 45582 45584 45587 45590 45604 45633 45636 45649 45652 45669 45671 45682 45686 45689 45692 45734-45735 45740-45741 45752 45754-45755 45763 45766 45769 45777 45779-45780 45782 45787 45790-45791 45805-45807 45810 45813-45816 45821 45838 45841 45844 45854-45855 45860 45873 45876 45886-45888 45893-45895 45897 45904 45906 45912 45914 45926-45927 45942 45948 45957-45959 45961-45966 45968 45970 45972-45973 45975 45981 45984 45986 45988 45992 45997 46017-46020 46022 46024 46034-46036 46038 46041 46044 46046 46078-46079 46098-46099 46101 46104-46105 46108 46128 46130-46131 46133 46135 46150-46151 46153-46155 46161-46164 46166-46167 46185 46188-46189 46196 46200 46237 46244 46255 46280-46281 46284 46296-46297 46299 46321 46327 46338 46344-46345 46362-46363 46393 46395-46396 46398-46399 46413 46424 46429 46474 46484-46485 46494-46496 46498 46512 46525 46533 46536 46540 46544 46548 46562 46568 46571 46608 46610 46615 46632 46642-46643 46681 46683 46687 46709 46719 46726-46727 46732-46733 46737-46740 46742 46744 46750 46753 46762-46763 46787 46805 46807 46830-46831 46845 46851 46855 46858 46861 46882-46883 46889-46890 46892 46969 46978 46987 46995 47001 47004-47005 47007 47014 47016-47017 47032-47033 47043 47047 47053 47055 47058 47064 47076-47078 47092-47093 47107 47110-47111 47113 47120 47122 47152 47154 47160 47162 47172-47173 47175 47178-47179 47181 47187-47188 47190 47193 47196-47197 47199 47205 47207 47216-47217 47219 47225 47228 47235 47238 47241 47244 47287 47314-47315 47320 47325 47330-47331 47347 47355 47358-47359 47368 47370 47375 47383 47386 47389 47411 47417 47419 47463 47469-47470 47474 47496 47509 47556 47573 47588-47589 47599 47610 47648-47649 47697 47700-47701 47735 47739-47742 47784 47805 47807 47824-47825 47828 47865-47866 47868 47872 47912 47918-47919 47921 47923 47941 47952 47970-47971 48005 48034-48035 48070 48072 48076-48077 48105 48107-48108 48122-48123 48162-48163 48170-48171 48179 48182 48193 48195 48223 48227 48258 48262-48263 48269 48271 48274 48282 48316 48321 48323 48326 48338 48344 48346 48349 48364 48388-48389 48394-48395 48416 48423 48434 48456 48465 48467 48477-48479 48481 48483 48488-48489 48500-48502 48520 48529 48553 48555-48556 48567 48610 48612 48614 48616 48620-48621 48639 48655 48666 48677 48688 48695 48734-48735 48738 48838-48839 48844-48845 48891 48897 48907 48910 48929 48948 48950-48951 48957 48964 48966 49009 49012-49013 49015-49017 49021 49023 49042-49043 49046 49048 49053 49092 49094 49101 49103 49106-49107 49112-49114 49121 49123 49125 49127 49134-49135 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/MNRAS/503/5263?format=ascii X-ray Optical Infrared default J/MNRAS/503/5263/table10 predicted results of machine learning classifications of 4XMM-DR9 sources recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Source Source ID (scrid) meta.id;meta.main RAJ2000 Right ascension in decimal degrees (sc_ra) (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 Declination in decimal degrees (sc_dec) (J2000) deg pos.eq.dec;meta.main indexed ClassX Source classification for the first classifier machine learning method (rotation-forest classifier X-ray information only) (Class_x) meta.code.class char PX The classification probabilities deducted for sources that only have the X-ray band (P_x) stat.fit.goodness float ClassXO ? Source classification for the third classifier machine learning method (LogitBoost classifiers X-ray and optical bands information only) (Class_xo) meta.code.class char PXO ? The classification probabilities deducted for source that only have the X-ray and optical bands (P_xo) stat.fit.goodness float nullable ClassXI ? Source classification for the second classifier machine learning method (random-forest classifier X-ray and infrared bands information only) (Class_xi) meta.code.class char PXI ? The classification probabilities deducted for sources that only have the X-ray and infrared bands (P_xi) stat.fit.goodness float nullable ClassXIO ? Source classification for the fourth classifier machine learning method (LogitBoost classifiers X-ray, optical and infrared bands information only) (Class_xio) meta.code.class char PXIO ? The classification probabilities deducted for sources that have X-ray, optical and infrared bands (P_xio) stat.fit.goodness float nullable