{"id":"https://openalex.org/W2619675771","doi":"https://doi.org/10.1017/s1743921317000175","title":"Deep data: discovery and visualization Application to hyperspectral ALMA imagery","display_name":"Deep data: discovery and visualization Application to hyperspectral ALMA imagery","publication_year":2016,"publication_date":"2016-10-01","ids":{"openalex":"https://openalex.org/W2619675771","doi":"https://doi.org/10.1017/s1743921317000175","mag":"2619675771"},"language":"en","primary_location":{"id":"doi:10.1017/s1743921317000175","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s1743921317000175","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/1B092791EE02117FA33FBED7FA1E4B35/S1743921317000175a.pdf/div-class-title-deep-data-discovery-and-visualization-application-to-hyperspectral-alma-imagery-div.pdf","source":{"id":"https://openalex.org/S4210212087","display_name":"Proceedings of the International Astronomical Union","issn_l":"1743-9213","issn":["1743-9213","1743-9221"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Astronomical Union","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/1B092791EE02117FA33FBED7FA1E4B35/S1743921317000175a.pdf/div-class-title-deep-data-discovery-and-visualization-application-to-hyperspectral-alma-imagery-div.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009569707","display_name":"Erzs\u00e9bet Mer\u00e9nyi","orcid":"https://orcid.org/0000-0001-8705-6186"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Erzs\u00e9bet Mer\u00e9nyi","raw_affiliation_strings":["Dept. of Electrical and Computer Engineering, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A","Dept. of Statistics, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A"],"raw_orcid":"https://orcid.org/0000-0001-8705-6186","affiliations":[{"raw_affiliation_string":"Dept. of Electrical and Computer Engineering, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A","institution_ids":["https://openalex.org/I74775410"]},{"raw_affiliation_string":"Dept. of Statistics, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027174409","display_name":"Joshua P. Taylor","orcid":"https://orcid.org/0000-0002-8512-6926"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua Taylor","raw_affiliation_strings":["Dept. of Statistics, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Statistics, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060696968","display_name":"Andrea Isella","orcid":"https://orcid.org/0000-0001-8061-2207"},"institutions":[{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrea Isella","raw_affiliation_strings":["Dept. of Physics and Astronomy, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Physics and Astronomy, Rice University, 6100 Main Street, Houston, Texas 77005, U.S.A","institution_ids":["https://openalex.org/I74775410"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009569707"],"corresponding_institution_ids":["https://openalex.org/I74775410"],"apc_list":null,"apc_paid":null,"fwci":0.4551,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.70826103,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"12","issue":"S325","first_page":"281","last_page":"290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11111","display_name":"Spectroscopy and Laser Applications","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1607","display_name":"Spectroscopy"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11111","display_name":"Spectroscopy and Laser Applications","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1607","display_name":"Spectroscopy"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10477","display_name":"Astrophysics and Star Formation Studies","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/3103","display_name":"Astronomy and Astrophysics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13126","display_name":"Scientific Research and Discoveries","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7039856910705566},{"id":"https://openalex.org/keywords/data-cube","display_name":"Data cube","score":0.6997379064559937},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.6048079133033752},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4957636296749115},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.32876870036125183},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3119649887084961},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3113219738006592},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1265072524547577}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7039856910705566},{"id":"https://openalex.org/C78168278","wikidata":"https://www.wikidata.org/wiki/Q5227269","display_name":"Data cube","level":2,"score":0.6997379064559937},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.6048079133033752},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4957636296749115},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.32876870036125183},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3119649887084961},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3113219738006592},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1265072524547577}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1017/s1743921317000175","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s1743921317000175","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/1B092791EE02117FA33FBED7FA1E4B35/S1743921317000175a.pdf/div-class-title-deep-data-discovery-and-visualization-application-to-hyperspectral-alma-imagery-div.pdf","source":{"id":"https://openalex.org/S4210212087","display_name":"Proceedings of the International Astronomical Union","issn_l":"1743-9213","issn":["1743-9213","1743-9221"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Astronomical Union","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1017/s1743921317000175","is_oa":true,"landing_page_url":"https://doi.org/10.1017/s1743921317000175","pdf_url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/1B092791EE02117FA33FBED7FA1E4B35/S1743921317000175a.pdf/div-class-title-deep-data-discovery-and-visualization-application-to-hyperspectral-alma-imagery-div.pdf","source":{"id":"https://openalex.org/S4210212087","display_name":"Proceedings of the International Astronomical Union","issn_l":"1743-9213","issn":["1743-9213","1743-9221"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Astronomical Union","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2131582677","display_name":null,"funder_award_id":"T32 CA096520","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3289909859","display_name":null,"funder_award_id":"T32 CA096520","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G6508037079","display_name":null,"funder_award_id":"NNX15AB06G","funder_id":"https://openalex.org/F4320306101","funder_display_name":"National Aeronautics and Space Administration"},{"id":"https://openalex.org/G8891644392","display_name":null,"funder_award_id":"CA096520","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G8983329540","display_name":null,"funder_award_id":"NCI T32 CA096520","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2619675771.pdf","grobid_xml":"https://content.openalex.org/works/W2619675771.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1965508489","https://openalex.org/W2024338444","https://openalex.org/W2042169845","https://openalex.org/W2053776925","https://openalex.org/W2088704657","https://openalex.org/W2127048411","https://openalex.org/W2139370468","https://openalex.org/W2142363274","https://openalex.org/W2151616049","https://openalex.org/W2164998314","https://openalex.org/W2168487341","https://openalex.org/W2561675875","https://openalex.org/W2588580177","https://openalex.org/W3036512766","https://openalex.org/W3102641634","https://openalex.org/W3104368567","https://openalex.org/W3105041955"],"related_works":["https://openalex.org/W199627392","https://openalex.org/W2362665988","https://openalex.org/W2123671285","https://openalex.org/W2994855333","https://openalex.org/W15147237","https://openalex.org/W2170424671","https://openalex.org/W2155146657","https://openalex.org/W2922035226","https://openalex.org/W2904298745","https://openalex.org/W2063876291"],"abstract_inverted_index":{"Abstract":[0],"Leading-edge":[1],"telescopes":[2],"such":[3,50,82],"as":[4,51,83],"the":[5,20,42,65,110,129,153,161],"Atacama":[6],"Large":[7],"Millimeter":[8],"and":[9,13,32,45,57,76,108,137,186],"sub-millimeter":[10],"Array":[11],"(ALMA),":[12],"near-future":[14],"ones,":[15],"are":[16,171],"capable":[17],"of":[18,26,48,132,139,160,202],"imaging":[19],"same":[21],"sky":[22],"area":[23],"at":[24,86],"hundreds-to-thousands":[25],"frequencies":[27,88,97],"with":[28],"both":[29],"high":[30],"spectral":[31,125],"spatial":[33,142],"resolution.":[34],"This":[35],"provides":[36],"unprecedented":[37,69],"opportunities":[38],"for":[39,74,135,173,199],"discovery":[40,136],"about":[41],"spatial,":[43],"kinematical":[44],"compositional":[46],"structure":[47],"sources":[49],"molecular":[52],"clouds":[53],"or":[54,98],"protoplanetary":[55,162],"disks,":[56],"more.":[58],"However,":[59],"in":[60,183],"addition":[61],"to":[62,177,195],"enormous":[63],"volume,":[64],"data":[66,95,134,179,204],"also":[67,190],"exhibit":[68],"complexity,":[70],"mandating":[71],"new":[72,193],"approaches":[73],"extracting":[75],"summarizing":[77],"relevant":[78],"information.":[79,112],"Traditional":[80],"techniques":[81],"examining":[84],"images":[85],"selected":[87],"become":[89],"intractable":[90],"while":[91],"tools":[92,166],"that":[93,121,146,181],"integrate":[94],"across":[96],"pixels":[99],"(like":[100],"moment":[101],"maps)":[102],"can":[103,122],"no":[104],"longer":[105],"fully":[106],"exploit":[107],"visualize":[109],"rich":[111],"We":[113,151,189],"present":[114],"a":[115,192],"neural":[116],"map-based":[117],"machine":[118],"learning":[119],"approach":[120,194],"handle":[123],"all":[124],"channels":[126],"simultaneously,":[127],"utilizing":[128],"full":[130],"depth":[131],"these":[133],"visualization":[138],"spectrally":[140],"homogeneous":[141],"regions":[143],"(spectral":[144],"clusters)":[145],"characterize":[147],"distinct":[148],"kinematic":[149],"behaviors.":[150],"demonstrate":[152,191],"effectiveness":[154],"on":[155],"an":[156],"ALMA":[157],"image":[158],"cube":[159],"disk":[163],"HD142527.":[164],"The":[165],"we":[167],"collectively":[168],"name":[169],"\u201cNeuroScope\u201d":[170],"efficient":[172],"\u201cBig":[174],"Data\u201d":[175],"due":[176],"intelligent":[178],"summarization":[180],"results":[182],"significant":[184],"sparsity":[185],"noise":[187],"reduction.":[188],"automate":[196],"our":[197],"clustering":[198],"fast":[200],"distillation":[201],"large":[203],"cubes.":[205]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
