{"id":"https://openalex.org/W2003879324","doi":"https://doi.org/10.2478/amcs-2014-0041","title":"Multiple-instance learning with pairwise instance similarity","display_name":"Multiple-instance learning with pairwise instance similarity","publication_year":2014,"publication_date":"2014-09-01","ids":{"openalex":"https://openalex.org/W2003879324","doi":"https://doi.org/10.2478/amcs-2014-0041","mag":"2003879324"},"language":"en","primary_location":{"id":"doi:10.2478/amcs-2014-0041","is_oa":true,"landing_page_url":"https://doi.org/10.2478/amcs-2014-0041","pdf_url":"https://sciendo.com/pdf/10.2478/amcs-2014-0041","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://sciendo.com/pdf/10.2478/amcs-2014-0041","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103030227","display_name":"Liming Yuan","orcid":"https://orcid.org/0000-0001-8571-2856"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liming Yuan","raw_affiliation_strings":["School of Computer Science and Technology Harbin Institute of Technology, Harbin 150001, China","School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China, )"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology Harbin Institute of Technology, Harbin 150001, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China, )","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101726410","display_name":"Jiafeng Liu","orcid":"https://orcid.org/0009-0005-5530-8744"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiafeng Liu","raw_affiliation_strings":["School of Computer Science and Technology Harbin Institute of Technology, Harbin 150001, China","School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China, )"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology Harbin Institute of Technology, Harbin 150001, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China, )","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100873220","display_name":"Xianglong Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianglong Tang","raw_affiliation_strings":["School of Computer Science and Technology Harbin Institute of Technology, Harbin 150001, China","School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China, )"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology Harbin Institute of Technology, Harbin 150001, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China, )","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07930768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"3","first_page":"567","last_page":"577"},"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":0.9904999732971191,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9559000134468079,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/pairwise-comparison","display_name":"Pairwise comparison","score":0.7091484069824219},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6895285844802856},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6598154306411743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6070845723152161},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5896743535995483},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5686712861061096},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.45594581961631775},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.452411413192749},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.44676223397254944},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4194501042366028},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3146361708641052}],"concepts":[{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7091484069824219},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6895285844802856},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6598154306411743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6070845723152161},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5896743535995483},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5686712861061096},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.45594581961631775},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.452411413192749},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.44676223397254944},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4194501042366028},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3146361708641052},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.2478/amcs-2014-0041","is_oa":true,"landing_page_url":"https://doi.org/10.2478/amcs-2014-0041","pdf_url":"https://sciendo.com/pdf/10.2478/amcs-2014-0041","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3fdc14974901490380b95389a6b16f39","is_oa":true,"landing_page_url":"https://doaj.org/article/3fdc14974901490380b95389a6b16f39","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Applied Mathematics and Computer Science, Vol 24, Iss 3, Pp 567-577 (2014)","raw_type":"article"},{"id":"pmh:oai:zbc.uz.zgora.pl:78971","is_oa":false,"landing_page_url":"https://zbc.uz.zgora.pl/dlibra/docmetadata?showContent=true&id=78971","pdf_url":null,"source":{"id":"https://openalex.org/S4306400400","display_name":"Digital library of Zielona Gora (University of Zielona G\u00f3ra)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I46305939","host_organization_name":"University of Zielona G\u00f3ra","host_organization_lineage":["https://openalex.org/I46305939"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.amcs.uz.zgora.pl/?action=papers&issue=58","raw_type":"artyku\u0142"}],"best_oa_location":{"id":"doi:10.2478/amcs-2014-0041","is_oa":true,"landing_page_url":"https://doi.org/10.2478/amcs-2014-0041","pdf_url":"https://sciendo.com/pdf/10.2478/amcs-2014-0041","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7287944521","display_name":"\u5bf9\u6297\u5b66\u4e60\u4e2d\u7684\u535a\u5f08\u6a21\u578b\u7814\u7a76","funder_award_id":"61370162","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8505067853","display_name":null,"funder_award_id":"61173087","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2003879324.pdf","grobid_xml":"https://content.openalex.org/works/W2003879324.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W24402856","https://openalex.org/W1534519302","https://openalex.org/W1535599202","https://openalex.org/W1540386283","https://openalex.org/W1554039773","https://openalex.org/W1573508639","https://openalex.org/W2029731618","https://openalex.org/W2066907472","https://openalex.org/W2077654972","https://openalex.org/W2078579128","https://openalex.org/W2080928936","https://openalex.org/W2084812512","https://openalex.org/W2085846246","https://openalex.org/W2086199304","https://openalex.org/W2098166271","https://openalex.org/W2107143555","https://openalex.org/W2108745803","https://openalex.org/W2109579504","https://openalex.org/W2110119381","https://openalex.org/W2113295315","https://openalex.org/W2127608660","https://openalex.org/W2128678390","https://openalex.org/W2132851637","https://openalex.org/W2134052170","https://openalex.org/W2134498593","https://openalex.org/W2135607475","https://openalex.org/W2136595724","https://openalex.org/W2141284791","https://openalex.org/W2149648623","https://openalex.org/W2152195571","https://openalex.org/W2153635508","https://openalex.org/W2154318594","https://openalex.org/W2163474322","https://openalex.org/W2164736477","https://openalex.org/W2165075008","https://openalex.org/W2166010828","https://openalex.org/W2167089254","https://openalex.org/W2172207578","https://openalex.org/W2222844749","https://openalex.org/W3120421331","https://openalex.org/W4231340930"],"related_works":["https://openalex.org/W2487162673","https://openalex.org/W2949152769","https://openalex.org/W4372354731","https://openalex.org/W2562400057","https://openalex.org/W1692008701","https://openalex.org/W2597588799","https://openalex.org/W4360593462","https://openalex.org/W2194570607","https://openalex.org/W2807634898","https://openalex.org/W1968265719"],"abstract_inverted_index":{"Abstract":[0],"Multiple-Instance":[1],"Learning":[2],"(MIL)":[3],"has":[4],"attracted":[5],"much":[6],"attention":[7],"of":[8,45,69,89,106,168,174],"the":[9,28,43,46,70,87,107,120,128,132,139,152,172],"machine":[10],"learning":[11,72,142],"community":[12],"in":[13,166],"recent":[14],"years":[15],"and":[16,81,114,161],"many":[17],"real-world":[18],"applications":[19],"have":[20,38],"been":[21,39],"successfully":[22],"formulated":[23],"as":[24,111,145],"MIL":[25,35,133,180],"problems.":[26],"Over":[27],"past":[29],"few":[30],"years,":[31],"several":[32],"Instance":[33],"Selection-based":[34],"(ISMIL)":[36],"algorithms":[37],"presented":[40],"by":[41],"using":[42],"concept":[44],"embedding":[47,121],"space.":[48],"Although":[49],"they":[50,55],"delivered":[51],"very":[52,183],"promising":[53],"performance,":[54],"often":[56],"require":[57],"long":[58],"computation":[59],"times":[60],"for":[61],"instance":[62,112,129],"selection,":[63],"leading":[64],"to":[65,185],"a":[66,79,93,104],"low":[67],"efficiency":[68],"whole":[71],"process.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77],"propose":[78],"simple":[80],"efficient":[82,157],"ISMIL":[83],"algorithm":[84,154,181],"based":[85],"on":[86],"similarity":[88],"pairwise":[90],"instances":[91,110],"within":[92],"bag.":[94],"The":[95],"basic":[96],"idea":[97],"is":[98,124,155,182],"selecting":[99],"from":[100,126],"every":[101],"training":[102,117],"bag":[103],"pair":[105],"most":[108],"similar":[109],"prototypes":[113],"then":[115],"mapping":[116],"bags":[118],"into":[119],"space":[122],"that":[123,151,178],"constructed":[125],"all":[127],"prototypes.":[130],"Thus,":[131],"problem":[134],"can":[135],"be":[136],"solved":[137],"with":[138,164],"standard":[140],"supervised":[141],"techniques,":[143],"such":[144],"support":[146],"vector":[147],"machines.":[148],"Experiments":[149],"show":[150],"proposed":[153],"more":[156],"than":[158],"its":[159],"competitors":[160],"highly":[162],"comparable":[163],"them":[165],"terms":[167],"classification":[169],"accuracy.":[170],"Moreover,":[171],"testing":[173],"noise":[175,187],"sensitivity":[176],"demonstrates":[177],"our":[179],"robust":[184],"labeling":[186]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2016-06-24T00:00:00"}
