{"id":"https://openalex.org/W2724624347","doi":"https://doi.org/10.1080/24751839.2017.1323486","title":"A semi-supervised multi-label classification framework with feature reduction and enrichment","display_name":"A semi-supervised multi-label classification framework with feature reduction and enrichment","publication_year":2017,"publication_date":"2017-04-03","ids":{"openalex":"https://openalex.org/W2724624347","doi":"https://doi.org/10.1080/24751839.2017.1323486","mag":"2724624347"},"language":"en","primary_location":{"id":"doi:10.1080/24751839.2017.1323486","is_oa":true,"landing_page_url":"https://doi.org/10.1080/24751839.2017.1323486","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2017.1323486?needAccess=true","source":{"id":"https://openalex.org/S4210226961","display_name":"Journal of Information and Telecommunication","issn_l":"2475-1839","issn":["2475-1839","2475-1847"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Telecommunication","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2017.1323486?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036125724","display_name":"Thi-Ngan Pham","orcid":"https://orcid.org/0000-0003-4550-4985"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thi-Ngan Pham","raw_affiliation_strings":["The Vietnamese People\u2019s Police Academy, Hanoi, Vietnam","University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"The Vietnamese People\u2019s Police Academy, Hanoi, Vietnam","institution_ids":[]},{"raw_affiliation_string":"University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103235650","display_name":"Van-Quang Nguyen","orcid":"https://orcid.org/0009-0007-1831-5763"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Van-Quang Nguyen","raw_affiliation_strings":["University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011485601","display_name":"Van-Hien Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Van-Hien Tran","raw_affiliation_strings":["University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101516323","display_name":"Tri-Thanh Nguyen","orcid":"https://orcid.org/0000-0002-9535-1406"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tri-Thanh Nguyen","raw_affiliation_strings":["University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071516373","display_name":"Quang-Thuy Ha","orcid":"https://orcid.org/0000-0002-3901-3357"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Quang-Thuy Ha","raw_affiliation_strings":["University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"University of Engineering and Technology (VNU-UET), Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5071516373"],"corresponding_institution_ids":["https://openalex.org/I177233841"],"apc_list":{"value":925,"currency":"GBP","value_usd":1134},"apc_paid":{"value":925,"currency":"GBP","value_usd":1134},"fwci":1.1701,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.83950245,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"1","issue":"2","first_page":"141","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.965399980545044,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9526000022888184,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6975694894790649},{"id":"https://openalex.org/keywords/multi-label-classification","display_name":"Multi-label classification","score":0.6143991947174072},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5939589142799377},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.5891961455345154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5814563035964966},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5121607780456543},{"id":"https://openalex.org/keywords/lift","display_name":"Lift (data mining)","score":0.48743560910224915},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48115503787994385},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.4654347002506256},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42488428950309753},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42187023162841797},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1942960023880005}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6975694894790649},{"id":"https://openalex.org/C2776482837","wikidata":"https://www.wikidata.org/wiki/Q3553958","display_name":"Multi-label classification","level":2,"score":0.6143991947174072},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5939589142799377},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.5891961455345154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5814563035964966},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5121607780456543},{"id":"https://openalex.org/C139002025","wikidata":"https://www.wikidata.org/wiki/Q3001212","display_name":"Lift (data mining)","level":2,"score":0.48743560910224915},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48115503787994385},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.4654347002506256},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42488428950309753},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42187023162841797},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1942960023880005},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/24751839.2017.1323486","is_oa":true,"landing_page_url":"https://doi.org/10.1080/24751839.2017.1323486","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2017.1323486?needAccess=true","source":{"id":"https://openalex.org/S4210226961","display_name":"Journal of Information and Telecommunication","issn_l":"2475-1839","issn":["2475-1839","2475-1847"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Telecommunication","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1080/24751839.2017.1323486","is_oa":true,"landing_page_url":"https://doi.org/10.1080/24751839.2017.1323486","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2017.1323486?needAccess=true","source":{"id":"https://openalex.org/S4210226961","display_name":"Journal of Information and Telecommunication","issn_l":"2475-1839","issn":["2475-1839","2475-1847"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Telecommunication","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7641196242","display_name":null,"funder_award_id":"QG-15- 22","funder_id":"https://openalex.org/F4320333835","funder_display_name":"\u0110\u1ea1i h\u1ecdc Qu\u1ed1c gia H\u00e0 N\u1ed9i"}],"funders":[{"id":"https://openalex.org/F4320333835","display_name":"\u0110\u1ea1i h\u1ecdc Qu\u1ed1c gia H\u00e0 N\u1ed9i","ror":"https://ror.org/02jmfj006"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2724624347.pdf","grobid_xml":"https://content.openalex.org/works/W2724624347.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W55768394","https://openalex.org/W1880262756","https://openalex.org/W1919904392","https://openalex.org/W1968167427","https://openalex.org/W1969486090","https://openalex.org/W1987384987","https://openalex.org/W2016825122","https://openalex.org/W2052684427","https://openalex.org/W2064808742","https://openalex.org/W2074909580","https://openalex.org/W2088790143","https://openalex.org/W2090630554","https://openalex.org/W2096086009","https://openalex.org/W2118712128","https://openalex.org/W2124803350","https://openalex.org/W2134604967","https://openalex.org/W2135140174","https://openalex.org/W2138776269","https://openalex.org/W2150766729","https://openalex.org/W2165766797","https://openalex.org/W2174706414","https://openalex.org/W2251296181","https://openalex.org/W2584641794","https://openalex.org/W2598598721"],"related_works":["https://openalex.org/W4389397071","https://openalex.org/W2804364458","https://openalex.org/W4298130764","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W2296406158","https://openalex.org/W2743493499","https://openalex.org/W2724992900","https://openalex.org/W2724624347"],"abstract_inverted_index":{"Multi-label":[0],"classification":[1,93],"(MLC)":[2],"has":[3],"drawn":[4],"much":[5],"attention,":[6],"thanks":[7],"to":[8,46,157,177],"its":[9],"usefulness":[10],"and":[11,37,52,85,126],"omnipresence":[12],"in":[13,16,28],"real-world":[14],"applications":[15],"which":[17],"objects":[18],"may":[19],"be":[20,44],"characterized":[21],"by":[22,74,121],"more":[23],"than":[24],"one":[25],"label":[26],"as":[27,78],"the":[29,65,69,82,91,159,178],"traditional":[30],"approach.":[31],"Getting":[32],"multi-label":[33],"examples":[34],"is":[35],"costly":[36],"time-consuming;":[38],"therefore,":[39],"semi-supervised":[40,61,102],"learning":[41],"approach":[42,77],"should":[43],"considered":[45],"take":[47],"advantages":[48],"of":[49,68,81,118,130,143,153,167,180,185],"both":[50],"labelled":[51,168,186],"unlabelled":[53,86,154],"data.":[54,187],"In":[55],"this":[56],"work,":[57],"we":[58],"propose":[59],"a":[60,75,101,116,128,140,150,164,174,182],"MLC":[62,103],"algorithm":[63,171],"exploiting":[64],"specific":[66],"features":[67,120,125],"prominent":[70],"class":[71],"label(s)":[72],"chosen":[73],"greedy":[76],"an":[79],"extension":[80],"LIFT":[83],"algorithm,":[84],"data":[87,141,155],"consumption":[88],"mechanism":[89],"from":[90],"TExt":[92],"using":[94,181],"Semi-supervised":[95],"Clustering":[96],"algorithm.":[97],"We":[98],"also":[99],"make":[100],"application":[104],"framework":[105],"for":[106,133],"Vietnamese":[107],"texts":[108],"with":[109,163],"several":[110],"feature":[111],"enrichment":[112],"steps":[113],"including":[114],"(a)":[115],"stage":[117,129],"enriching":[119],"adding":[122],"hidden":[123],"topic":[124],"(b)":[127],"dimensional":[131],"reduction":[132],"subtracting":[134],"irrelevant":[135],"features.":[136],"Experimental":[137],"results":[138],"on":[139],"set":[142],"hotel":[144],"reviews":[145],"(for":[146],"tourism)":[147],"indicate":[148],"that":[149],"reasonable":[151],"amount":[152,166,184],"helps":[156],"increase":[158],"F1":[160],"score.":[161],"Interestingly,":[162],"small":[165],"data,":[169],"our":[170],"can":[172],"reach":[173],"comparative":[175],"performance":[176],"case":[179],"larger":[183]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}