{"id":"https://openalex.org/W1562963470","doi":"https://doi.org/10.48550/arxiv.1109.2388","title":"MIS-Boost: Multiple Instance Selection Boosting","display_name":"MIS-Boost: Multiple Instance Selection Boosting","publication_year":2011,"publication_date":"2011-09-12","ids":{"openalex":"https://openalex.org/W1562963470","doi":"https://doi.org/10.48550/arxiv.1109.2388","mag":"1562963470"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:1109.2388","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1109.2388","pdf_url":"https://arxiv.org/pdf/1109.2388","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1109.2388","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076398399","display_name":"Emre Akba\u015f","orcid":"https://orcid.org/0000-0002-3760-6722","observed_orcids":["https://orcid.org/0000-0002-3760-6722"]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akbas, Emre","raw_affiliation_strings":["Department of Electrical and Computer Engineering Computer Vision and Robotics Lab Beckman Institute for Advanced Science and Technology University of Illinois at Urbana-Champaign , IL USA 61801"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering Computer Vision and Robotics Lab Beckman Institute for Advanced Science and Technology University of Illinois at Urbana-Champaign , IL USA 61801","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024763828","display_name":"Bernard Ghanem","orcid":"https://orcid.org/0000-0002-5534-587X","observed_orcids":["https://orcid.org/0000-0002-5534-587X"]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ghanem, Bernard","raw_affiliation_strings":["Department of Electrical and Computer Engineering Computer Vision and Robotics Lab Beckman Institute for Advanced Science and Technology University of Illinois at Urbana-Champaign , IL USA 61801"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering Computer Vision and Robotics Lab Beckman Institute for Advanced Science and Technology University of Illinois at Urbana-Champaign , IL USA 61801","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108521995","display_name":"Narendra Ahuja","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahuja, Narendra","raw_affiliation_strings":["Department of Electrical and Computer Engineering Computer Vision and Robotics Lab Beckman Institute for Advanced Science and Technology University of Illinois at Urbana-Champaign , IL USA 61801"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering Computer Vision and Robotics Lab Beckman Institute for Advanced Science and Technology University of Illinois at Urbana-Champaign , IL USA 61801","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.3555000126361847,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.3555000126361847,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.15320000052452087,"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":0.1517000049352646,"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/multiple-instance-learning","display_name":"multiple instance learning","score":0.996999979019165},{"id":"https://openalex.org/keywords/boosting","display_name":"boosting","score":0.9079999923706055},{"id":"https://openalex.org/keywords/instance-selection","display_name":"instance selection","score":0.9670000076293945},{"id":"https://openalex.org/keywords/bag-level-classification","display_name":"bag-level classification","score":0.5210000276565552},{"id":"https://openalex.org/keywords/large-scale-image-classification","display_name":"large-scale image classification","score":0.8360000252723694}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.8509600162506104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.54204261302948},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.521812915802002},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4706898033618927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42293238639831543}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:1109.2388","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1109.2388","pdf_url":"https://arxiv.org/pdf/1109.2388","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.766.9084","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.766.9084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://arxiv.org/pdf/1109.2388.pdf","raw_type":"text"},{"id":"doi:10.48550/arxiv.1109.2388","doi":"https://doi.org/10.48550/arxiv.1109.2388","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1109.2388","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1109.2388","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1109.2388","pdf_url":"https://arxiv.org/pdf/1109.2388","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1562963470.pdf","grobid_xml":"https://content.openalex.org/works/W1562963470.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W101414327","https://openalex.org/W1535599202","https://openalex.org/W1562849413","https://openalex.org/W1590078731","https://openalex.org/W1606768424","https://openalex.org/W1606858007","https://openalex.org/W1969602766","https://openalex.org/W1987496434","https://openalex.org/W2024046085","https://openalex.org/W2029731618","https://openalex.org/W2049243721","https://openalex.org/W2078579128","https://openalex.org/W2080928936","https://openalex.org/W2098166271","https://openalex.org/W2098239572","https://openalex.org/W2108745803","https://openalex.org/W2110119381","https://openalex.org/W2115240329","https://openalex.org/W2127608660","https://openalex.org/W2136595724","https://openalex.org/W2151103935","https://openalex.org/W2152865719","https://openalex.org/W2154318594","https://openalex.org/W2162685317","https://openalex.org/W2163474322","https://openalex.org/W2164816523","https://openalex.org/W2166010828","https://openalex.org/W2167089254"],"related_works":["https://openalex.org/W136849847","https://openalex.org/W2164816523","https://openalex.org/W2022029880","https://openalex.org/W2127608660","https://openalex.org/W3208344716","https://openalex.org/W2903302668","https://openalex.org/W821984110","https://openalex.org/W2098166271","https://openalex.org/W2473946687","https://openalex.org/W2325336226"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,34,104],"present":[4],"a":[5,24,41,90],"new":[6],"multiple":[7],"instance":[8,17,21,29,56],"learning":[9],"(MIL)":[10],"method,":[11],"called":[12],"MIS-Boost,":[13],"which":[14],"learns":[15],"discriminative":[16],"prototypes":[18,39,68,110],"by":[19],"explicit":[20],"selection":[22,30],"in":[23,54],"boosting":[25],"framework.":[26],"Unlike":[27],"previous":[28],"based":[31],"MIL":[32,87],"methods,":[33],"do":[35,61],"not":[36,62],"restrict":[37,63],"the":[38,55,64,70,107],"to":[40,50,99,112],"discrete":[42],"set":[43],"of":[44,67,72,92],"training":[45],"instances":[46],"but":[47],"allow":[48],"them":[49],"take":[51],"arbitrary":[52],"values":[53],"feature":[57],"space.":[58],"We":[59,81,95],"also":[60,96],"total":[65],"number":[66,71,91],"and":[69],"selected-instances":[73],"per":[74],"bag;":[75],"these":[76],"quantities":[77],"are":[78],"completely":[79],"data-driven.":[80],"show":[82,105],"that":[83,106],"MIS-Boost":[84,98],"outperforms":[85],"state-of-the-art":[86],"methods":[88],"on":[89],"benchmark":[93],"datasets.":[94],"apply":[97],"large-scale":[100],"image":[101,115],"classification,":[102],"where":[103],"automatically":[108],"selected":[109],"map":[111],"visually":[113],"meaningful":[114],"regions.":[116]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}