{"id":"https://openalex.org/W2907383636","doi":"https://doi.org/10.1109/jstsp.2018.2879245","title":"Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications","display_name":"Introduction to the Issue on Robust Subspace Learning and Tracking: Theory, Algorithms, and Applications","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2907383636","doi":"https://doi.org/10.1109/jstsp.2018.2879245","mag":"2907383636"},"language":"en","primary_location":{"id":"doi:10.1109/jstsp.2018.2879245","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstsp.2018.2879245","pdf_url":"https://ieeexplore.ieee.org/ielx7/4200690/8566078/08566028.pdf","source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/4200690/8566078/08566028.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046143134","display_name":"Thierry Bouwmans","orcid":"https://orcid.org/0000-0003-4018-8856"},"institutions":[{"id":"https://openalex.org/I78744979","display_name":"La Rochelle Universit\u00e9","ror":"https://ror.org/04mv1z119","country_code":"FR","type":"education","lineage":["https://openalex.org/I78744979"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bouwmans, Thierry","raw_affiliation_strings":["MIA - Math\u00e9matiques, Image et Applications - EA 3165 (B\u00e2timent Pascal Avenue Michel Cr\u00e9peau F-17042 La Rochelle Cedex 1 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MIA - Math\u00e9matiques, Image et Applications - EA 3165 (B\u00e2timent Pascal Avenue Michel Cr\u00e9peau F-17042 La Rochelle Cedex 1 - France)","institution_ids":["https://openalex.org/I78744979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005043504","display_name":"Namrata Vaswani","orcid":"https://orcid.org/0000-0003-2774-0650"},"institutions":[{"id":"https://openalex.org/I173911158","display_name":"Iowa State University","ror":"https://ror.org/04rswrd78","country_code":"US","type":"education","lineage":["https://openalex.org/I173911158"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vaswani, N.","raw_affiliation_strings":["Iowa State University, Ames, IA, USA,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iowa State University, Ames, IA, USA,","institution_ids":["https://openalex.org/I173911158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077092609","display_name":"Paul Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-8501-0907"},"institutions":[{"id":"https://openalex.org/I65285256","display_name":"Pontificia Universidad Cat\u00f3lica del Per\u00fa","ror":"https://ror.org/00013q465","country_code":"PE","type":"education","lineage":["https://openalex.org/I65285256"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Rodriguez, P.","raw_affiliation_strings":["PUCP - Pontificia Universidad Cat\u00f3lica del Per\u00fa =  Pontifical Catholic University of Peru (Av. Universitaria 1801, San Miguel Lima 32, P\u00e9rou - Peru)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PUCP - Pontificia Universidad Cat\u00f3lica del Per\u00fa =  Pontifical Catholic University of Peru (Av. Universitaria 1801, San Miguel Lima 32, P\u00e9rou - Peru)","institution_ids":["https://openalex.org/I65285256"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011256828","display_name":"Ren\u00e9 Vidal","orcid":"https://orcid.org/0000-0003-1838-0761"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I2799853436","display_name":"Johns Hopkins Medicine","ror":"https://ror.org/037zgn354","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799853436"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vidal, R.","raw_affiliation_strings":["Johns Hopkins Univ., Baltimore, MD (USA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins Univ., Baltimore, MD (USA)","institution_ids":["https://openalex.org/I145311948","https://openalex.org/I2799853436"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016399094","display_name":"Zhouchen Lin","orcid":"https://orcid.org/0000-0003-1493-7569"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin, Z.","raw_affiliation_strings":["Peking University, Beijing, China,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University, Beijing, China,","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6084,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.71107789,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"12","issue":"6","first_page":"1127","last_page":"1130"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9648000001907349,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9648000001907349,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9253000020980835,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.6588917970657349},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.65358567237854},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5286862254142761},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5184707045555115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46433839201927185},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.41198021173477173},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32260456681251526}],"concepts":[{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.6588917970657349},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.65358567237854},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5286862254142761},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5184707045555115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46433839201927185},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.41198021173477173},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32260456681251526},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstsp.2018.2879245","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstsp.2018.2879245","pdf_url":"https://ieeexplore.ieee.org/ielx7/4200690/8566078/08566028.pdf","source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-02560185v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02560185","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing, 12 (6), pp.1127-1130, 2018, &#x27E8;10.1109/JSTSP.2018.2879245&#x27E9;","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"doi:10.1109/jstsp.2018.2879245","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstsp.2018.2879245","pdf_url":"https://ieeexplore.ieee.org/ielx7/4200690/8566078/08566028.pdf","source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Signal Processing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6800000071525574,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2907383636.pdf","grobid_xml":"https://content.openalex.org/works/W2907383636.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1980381208","https://openalex.org/W2364594919","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W1861706286","https://openalex.org/W2219338811","https://openalex.org/W2167092671","https://openalex.org/W2149583853","https://openalex.org/W2143002539","https://openalex.org/W2130386332"],"abstract_inverted_index":{"The":[0],"papers":[1],"in":[2,31,41,56,74,107,118,140,219],"this":[3],"special":[4],"section":[5],"focus":[6],"on":[7,152],"robust":[8,208],"subspace":[9,96,159,194,209,217,229],"learning":[10,14,97,195,210,218,230],"and":[11,46,67,87,101,146,170,196],"tracking.":[12],"Subspace":[13],"theory":[15],"for":[16,38],"dimensionality":[17,111,153],"reduction":[18,112],"was":[19,34],"initiated":[20],"with":[21,232],"the":[22,42,53,115,176,182,189,193,214,220,227],"Principal":[23],"Component":[24],"Analysis":[25],"(PCA)":[26],"formulation":[27],"proposed":[28],"by":[29],"Pearson":[30],"1901.":[32],"PCA":[33,125,167],"first":[35,54],"widely":[36],"used":[37],"data":[39,62,172],"analysis":[40],"field":[43],"of":[44,60,165,178,192,216,222],"psychometrics":[45],"chemometrics":[47],"but":[48],"today":[49],"it":[50],"is":[51,237],"often":[52],"step":[55],"more":[57,89],"various":[58],"types":[59],"exploratory":[61],"analysis,":[63],"predictive":[64],"modeling,":[65],"classification":[66],"clustering":[68,133,148,160,197],"problems.":[69],"It":[70],"finds":[71],"modern":[72,187],"applications":[73],"signal":[75],"processing,":[76],"biomedical":[77],"imaging,":[78],"computer":[79],"vision,":[80],"process":[81],"fault":[82],"detection,":[83],"recommendation":[84],"system":[85],"design":[86],"many":[88],"domains.":[90],"Since":[91],"one":[92],"century,":[93],"numerous":[94,147],"other":[95],"models,":[98],"either":[99],"reconstructive":[100],"discriminative,":[102],"were":[103],"developed":[104],"over":[105],"time":[106],"literature":[108],"to":[109,137,175,202,213],"address":[110],"while":[113],"keeping":[114],"relevant":[116],"information":[117],"a":[119,131,144,239],"different":[120,141],"manner":[121],"from":[122],"PCA.":[123],"However,":[124],"can":[126],"also":[127],"be":[128],"viewed":[129],"as":[130],"soft":[132],"method":[134],"that":[135,162],"seeks":[136],"find":[138],"clusters":[139],"subspaces":[142,179],"within":[143],"dataset,":[145],"methods":[149,156,161],"are":[150,157,163,199],"based":[151,168],"reduction.":[154],"These":[155],"called":[158],"extension":[164],"traditional":[166],"clustering,":[169],"divide":[171],"points":[173],"belonging":[174],"union":[177],"(UoS)":[180],"into":[181],"respective":[183],"subspaces.":[184],"In":[185,224],"several":[186],"applications,":[188],"main":[190],"limitation":[191],"models":[198],"their":[200],"sensitivity":[201],"outliers.":[203,223],"Thus,":[204],"further":[205],"developments":[206],"concern":[207],"which":[211],"refers":[212],"problem":[215,231],"presence":[221],"fact,":[225],"even":[226],"classical":[228],"speed":[233],"or":[234],"memory":[235],"constraints":[236],"not":[238],"solved":[240],"problem.":[241]},"counts_by_year":[{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2019-01-11T00:00:00"}
