{"id":"https://openalex.org/W4403005059","doi":"https://doi.org/10.1145/3696460","title":"Multiple-Instance Learning from Pairwise Comparison Bags","display_name":"Multiple-Instance Learning from Pairwise Comparison Bags","publication_year":2024,"publication_date":"2024-09-30","ids":{"openalex":"https://openalex.org/W4403005059","doi":"https://doi.org/10.1145/3696460"},"language":"en","primary_location":{"id":"doi:10.1145/3696460","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3696460","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-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/A5102108374","display_name":"Shengjie Zhou","orcid":"https://orcid.org/0009-0001-9539-3569"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengjie Zhou","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0009-0001-9539-3569","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056213361","display_name":"Senlin Shu","orcid":"https://orcid.org/0009-0008-7861-4834"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Senlin Shu","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0009-0008-7861-4834","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049707744","display_name":"Haobo Wang","orcid":"https://orcid.org/0000-0001-8586-3048"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haobo Wang","raw_affiliation_strings":["The School of Software Technology, Zhejiang University, Hangzhou, China","The School of Software Technology, Zhejiang University, China"],"raw_orcid":"https://orcid.org/0000-0001-8586-3048","affiliations":[{"raw_affiliation_string":"The School of Software Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"The School of Software Technology, Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020027500","display_name":"Hongxin Wei","orcid":"https://orcid.org/0000-0002-8973-2843"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxin Wei","raw_affiliation_strings":["The Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, China","The Department of Statistics and Data Science, Southern University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-8973-2843","affiliations":[{"raw_affiliation_string":"The Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"The Department of Statistics and Data Science, Southern University of Science and Technology, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079461118","display_name":"Tao Xiang","orcid":"https://orcid.org/0000-0002-9439-4623"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Xiang","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0002-9439-4623","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103179615","display_name":"Beibei Li","orcid":"https://orcid.org/0000-0003-2711-9370"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beibei Li","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China","College of Computer Science, Chongqing University, China"],"raw_orcid":"https://orcid.org/0000-0003-2711-9370","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15395286,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":"6","first_page":"1","last_page":"22"},"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":0.9976999759674072,"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":0.9969000220298767,"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":0.906777560710907},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7082131505012512},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5293168425559998},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44297322630882263}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.906777560710907},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7082131505012512},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5293168425559998},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44297322630882263}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696460","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3696460","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2669890434","display_name":null,"funder_award_id":"226-2024-00049","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4736662670","display_name":null,"funder_award_id":"STB2022TTAD-KPX0180","funder_id":"https://openalex.org/F4320321550","funder_display_name":"Chongqing Science and Technology Commission"}],"funders":[{"id":"https://openalex.org/F4320321550","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2010792435","https://openalex.org/W2011972438","https://openalex.org/W2088609604","https://openalex.org/W2098166271","https://openalex.org/W2109579504","https://openalex.org/W2110119381","https://openalex.org/W2133288557","https://openalex.org/W2162685317","https://openalex.org/W2166711445","https://openalex.org/W2167089254","https://openalex.org/W2188364833","https://openalex.org/W2309755354","https://openalex.org/W2540093921","https://openalex.org/W2560674852","https://openalex.org/W2560886373","https://openalex.org/W2579923771","https://openalex.org/W2743273864","https://openalex.org/W2746791238","https://openalex.org/W2781712876","https://openalex.org/W2914552685","https://openalex.org/W2949901370","https://openalex.org/W2963121529","https://openalex.org/W2970971581","https://openalex.org/W3034185248","https://openalex.org/W3034806882","https://openalex.org/W3035546924","https://openalex.org/W3081467912","https://openalex.org/W3171790343","https://openalex.org/W4206908526","https://openalex.org/W4300981388","https://openalex.org/W4378438594","https://openalex.org/W6684369376"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Multiple-instance":[0],"learning":[1,8,73],"(MIL)":[2],"is":[3,35,56],"a":[4,68,74,95,113,118,123],"significant":[5],"weakly":[6],"supervised":[7],"problem,":[9,86],"where":[10],"the":[11,39,63,89,132,136,143],"training":[12],"data":[13,34,90],"consist":[14],"of":[15],"bags":[16],"containing":[17],"multiple":[18],"instances":[19],"and":[20,93,121,135],"bag-level":[21,75,119],"labels.":[22],"Most":[23],"previous":[24],"MIL":[25,70],"research":[26],"required":[27],"fully":[28],"labeled":[29],"bags.":[30,82],"However,":[31],"collecting":[32],"such":[33],"challenging":[36],"due":[37],"to":[38,59,98,116],"labeling":[40],"costs":[41],"or":[42],"privacy":[43],"concerns.":[44],"Fortunately,":[45],"we":[46,66,87,111],"can":[47],"easily":[48],"collect":[49],"pairwise":[50,80],"comparison":[51,81],"information,":[52],"indicating":[53],"one":[54],"bag":[55],"more":[57],"likely":[58],"be":[60],"positive":[61],"than":[62],"other.":[64],"Therefore,":[65],"investigate":[67],"novel":[69],"problem":[71],"about":[72],"binary":[76],"classifier":[77,102,120],"only":[78],"from":[79],"To":[83,107],"solve":[84],"this":[85],"display":[88],"generation":[91],"process":[92],"provide":[94],"baseline":[96,133],"method":[97,134],"train":[99,117],"an":[100],"instance-level":[101],"based":[103],"on":[104],"unlabeled-unlabeled":[105],"learning.":[106],"achieve":[108,139],"better":[109],"performance,":[110,141],"propose":[112],"convex":[114,137,144],"formulation":[115,138,145],"give":[122],"generalization":[124],"error":[125],"bound.":[126],"Comprehensive":[127],"experiments":[128],"show":[129],"that":[130],"both":[131],"satisfactory":[140],"while":[142],"performs":[146],"better.":[147],"1":[148]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}