{"id":"https://openalex.org/W2044617387","doi":"https://doi.org/10.1109/bigdata.2014.7004363","title":"A multi-view two-level classification method for generalized multi-instance problems","display_name":"A multi-view two-level classification method for generalized multi-instance problems","publication_year":2014,"publication_date":"2014-10-01","ids":{"openalex":"https://openalex.org/W2044617387","doi":"https://doi.org/10.1109/bigdata.2014.7004363","mag":"2044617387"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2014.7004363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2014.7004363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100379572","display_name":"Xiaoguang Wang","orcid":"https://orcid.org/0000-0002-5598-062X"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiaoguang Wang","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Canada","Faculty of Computer Science, Dalhousie University , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University , Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362288","display_name":"Xuan Liu","orcid":"https://orcid.org/0000-0002-0201-388X"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xuan Liu","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Canada","Faculty of Computer Science, Dalhousie University , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University , Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042893723","display_name":"Stan Matwin","orcid":"https://orcid.org/0000-0001-6629-8434"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Stan Matwin","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Canada","Faculty of Computer Science, Dalhousie University , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University , Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018458084","display_name":"Nathalie Japkowicz","orcid":"https://orcid.org/0000-0003-1176-1617"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nathalie Japkowicz","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Canada","School of Electrical Engineering and Computer Science University of Ottawa Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Canada","institution_ids":["https://openalex.org/I153718931"]},{"raw_affiliation_string":"School of Electrical Engineering and Computer Science University of Ottawa Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103193854","display_name":"Hongyu Guo","orcid":"https://orcid.org/0000-0002-7663-2421"},"institutions":[{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hongyu Guo","raw_affiliation_strings":["National Research Council of Canada, Ottawa, ON, Canada","National Research Council of Canada, 1200 Montreal Road, Ottawa, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Research Council of Canada, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210159778"]},{"raw_affiliation_string":"National Research Council of Canada, 1200 Montreal Road, Ottawa, ON, Canada","institution_ids":["https://openalex.org/I4210159778"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7416,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.75917954,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"20","issue":null,"first_page":"104","last_page":"111"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9991999864578247,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9991999864578247,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9911999702453613,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9753999710083008,"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":0.7709633111953735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6926669478416443},{"id":"https://openalex.org/keywords/meta-learning","display_name":"Meta learning (computer science)","score":0.6448517441749573},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6358374357223511},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5727918148040771},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.507072925567627},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.4196758270263672},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35600119829177856},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34839245676994324}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7709633111953735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6926669478416443},{"id":"https://openalex.org/C2781002164","wikidata":"https://www.wikidata.org/wiki/Q6822311","display_name":"Meta learning (computer science)","level":3,"score":0.6448517441749573},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6358374357223511},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5727918148040771},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.507072925567627},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.4196758270263672},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35600119829177856},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34839245676994324},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata.2014.7004363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2014.7004363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:21275640","is_oa":false,"landing_page_url":"https://nrc-publications.canada.ca/eng/view/object/?id=85e659c5-7de8-4d10-a9fa-56eb8c25f143","pdf_url":null,"source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5400000214576721,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W53987483","https://openalex.org/W89097728","https://openalex.org/W608314793","https://openalex.org/W1486331811","https://openalex.org/W1495061682","https://openalex.org/W1515157651","https://openalex.org/W1534477342","https://openalex.org/W1544144649","https://openalex.org/W1579717263","https://openalex.org/W1824737917","https://openalex.org/W2009074768","https://openalex.org/W2048679005","https://openalex.org/W2074992691","https://openalex.org/W2078579128","https://openalex.org/W2091428542","https://openalex.org/W2101324110","https://openalex.org/W2108502868","https://openalex.org/W2108745803","https://openalex.org/W2109743529","https://openalex.org/W2110119381","https://openalex.org/W2111700528","https://openalex.org/W2113242816","https://openalex.org/W2128614648","https://openalex.org/W2129922540","https://openalex.org/W2140076625","https://openalex.org/W2140676093","https://openalex.org/W2144438956","https://openalex.org/W2151134200","https://openalex.org/W2154318594","https://openalex.org/W2161638512","https://openalex.org/W2164800394","https://openalex.org/W2215421138","https://openalex.org/W4245055982","https://openalex.org/W6602211964","https://openalex.org/W6628992407","https://openalex.org/W6632575761","https://openalex.org/W6638609593","https://openalex.org/W6669992580","https://openalex.org/W6675134712","https://openalex.org/W6676245398","https://openalex.org/W6676602786","https://openalex.org/W6677144717","https://openalex.org/W6679131053","https://openalex.org/W6680860788","https://openalex.org/W6681481700","https://openalex.org/W6683033130","https://openalex.org/W6688152027","https://openalex.org/W6753223686"],"related_works":["https://openalex.org/W2091347716","https://openalex.org/W98577079","https://openalex.org/W3196155444","https://openalex.org/W4321844043","https://openalex.org/W3210156800","https://openalex.org/W4319309271","https://openalex.org/W4390062853","https://openalex.org/W4297883248","https://openalex.org/W2964032613","https://openalex.org/W2796429358"],"abstract_inverted_index":{"Multi-instance":[0],"(MI)":[1],"learning":[2,61,79,119],"is":[3],"different":[4],"than":[5],"standard":[6],"propositional":[7],"classification,":[8],"as":[9,19,34],"it":[10],"uses":[11],"a":[12,43,65,69,77,101],"set":[13],"of":[14],"bags":[15,31],"containing":[16],"many":[17],"instances":[18,23],"input.":[20],"While":[21],"the":[22,30,51,84,92,96,109],"in":[24],"each":[25],"bag":[26],"are":[27],"not":[28],"labeled,":[29],"themselves":[32],"are,":[33],"positive":[35],"or":[36],"negative.":[37],"In":[38],"this":[39],"paper,":[40],"we":[41,75],"present":[42],"novel":[44],"multi-view,":[45,70],"two-level":[46],"classification":[47],"framework":[48],"to":[49,63,115],"address":[50],"generalized":[52],"multi-instance":[53],"problems.":[54],"We":[55],"first":[56],"apply":[57],"supervised":[58],"and":[59,99],"unsupervised":[60],"methods":[62],"transform":[64],"MI":[66,118],"dataset":[67,94],"into":[68],"single":[71],"meta-instance":[72,93],"dataset.":[73],"Then":[74],"develop":[76],"multi-view":[78],"approach":[80],"that":[81,108],"can":[82],"integrate":[83],"information":[85],"acquired":[86],"by":[87],"individual":[88],"view":[89],"learners":[90],"on":[91],"from":[95],"previous":[97],"step,":[98],"construct":[100],"final":[102],"model.":[103],"Our":[104],"empirical":[105],"studies":[106],"show":[107],"proposed":[110],"method":[111],"performs":[112],"well":[113],"compared":[114],"other":[116],"popular":[117],"methods.":[120]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}