Show simple item record

dc.contributor.authorBowles, Micah
dc.contributor.authorTang, Hongming
dc.contributor.authorVardoulaki, Eleni
dc.contributor.authorAlexander, Emma L.
dc.contributor.authorLuo, Yan
dc.contributor.authorRudnick, Lawrence
dc.contributor.authorWalmsley, Mike
dc.contributor.authorPorter, Fiona
dc.contributor.authorScaife, Anna M.~M.
dc.contributor.authorSlijepcevic, Inigo Val
dc.contributor.authorAdams, Elizabeth A.~K.
dc.contributor.authorDrabent, Alexander
dc.contributor.authorDugdale, Thomas
dc.contributor.authorGürkan, Gülay
dc.contributor.authorHopkins, Andrew M.
dc.contributor.authorJimenez-Andrade, Eric F.
dc.contributor.authorLeahy, Denis A.
dc.contributor.authorNorris, Ray P.
dc.contributor.authorRahman, Syed Faisal ur
dc.contributor.authorOuyang, Xichang
dc.contributor.authorSegal, Gary
dc.contributor.authorShabala, Stanislav S.
dc.contributor.authorWong, O. Ivy
dc.date.accessioned2023-08-15T16:15:02Z
dc.date.available2023-08-15T16:15:02Z
dc.date.issued2023-06-01
dc.identifier.citationBowles , M , Tang , H , Vardoulaki , E , Alexander , E L , Luo , Y , Rudnick , L , Walmsley , M , Porter , F , Scaife , A M M , Slijepcevic , I V , Adams , E A K , Drabent , A , Dugdale , T , Gürkan , G , Hopkins , A M , Jimenez-Andrade , E F , Leahy , D A , Norris , R P , Rahman , S F U , Ouyang , X , Segal , G , Shabala , S S & Wong , O I 2023 , ' Radio galaxy zoo EMU: towards a semantic radio galaxy morphology taxonomy ' , Monthly Notices of the Royal Astronomical Society , vol. 522 , no. 2 , pp. 2584-2600 . https://doi.org/10.1093/mnras/stad1021
dc.identifier.issn0035-8711
dc.identifier.otherBibtex: 2023MNRAS.522.2584B
dc.identifier.otherORCID: /0000-0002-9777-1762/work/140767697
dc.identifier.urihttp://hdl.handle.net/2299/26586
dc.description© 2023 The Author(s). Published by Oxford University Press on behalf of Royal Astronomical Society. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/)
dc.description.abstractWe present a novel natural language processing (NLP) approach to deriving plain English descriptors for science cases otherwise restricted by obfuscating technical terminology. We address the limitations of common radio galaxy morphology classifications by applying this approach. We experimentally derive a set of semantic tags for the Radio Galaxy Zoo EMU (Evolutionary Map of the Universe) project and the wider astronomical community. We collect 8486 plain English annotations of radio galaxy morphology, from which we derive a taxonomy of tags. The tags are plain English. The result is an extensible framework, which is more flexible, more easily communicated, and more sensitive to rare feature combinations, which are indescribable using the current framework of radio astronomy classifications.en
dc.format.extent17
dc.format.extent2085611
dc.language.isoeng
dc.relation.ispartofMonthly Notices of the Royal Astronomical Society
dc.subjectstandards
dc.subjectmethods: statistical
dc.subjectcatalogues
dc.subjectgalaxies: statistics
dc.subjectradio continuum: galaxies
dc.subjectAstrophysics - Astrophysics of Galaxies
dc.subjectAstrophysics - Instrumentation and Methods for Astrophysics
dc.subjectgalaxies
dc.subjectstatistics-radio continuum
dc.subjectstatistical-catalogues-galaxies
dc.subjectstandards-methods
dc.subjectAstronomy and Astrophysics
dc.subjectSpace and Planetary Science
dc.titleRadio galaxy zoo EMU: towards a semantic radio galaxy morphology taxonomyen
dc.contributor.institutionSchool of Physics, Engineering & Computer Science
dc.contributor.institutionCentre for Astrophysics Research (CAR)
dc.contributor.institutionDepartment of Physics, Astronomy and Mathematics
dc.description.statusPeer reviewed
dc.identifier.urlhttp://www.scopus.com/inward/record.url?scp=85161518207&partnerID=8YFLogxK
rioxxterms.versionofrecord10.1093/mnras/stad1021
rioxxterms.typeJournal Article/Review
herts.preservation.rarelyaccessedtrue


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record