{"id":"https://openalex.org/W2089224082","doi":"https://doi.org/10.1109/dicta.2012.6411737","title":"A Comparison of Multiple Instance and Group Based Learning","display_name":"A Comparison of Multiple Instance and Group Based Learning","publication_year":2012,"publication_date":"2012-12-01","ids":{"openalex":"https://openalex.org/W2089224082","doi":"https://doi.org/10.1109/dicta.2012.6411737","mag":"2089224082"},"language":"en","primary_location":{"id":"doi:10.1109/dicta.2012.6411737","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta.2012.6411737","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Conference on Digital Image Computing Techniques and Applications (DICTA)","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/A5009803453","display_name":"Steven D. Brossi","orcid":null},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Steven D. Brossi","raw_affiliation_strings":["The University of Queensland, School of Information Technology and Electrical Engineering, St Lucia, QLD, Australia","Sch. of Inf. Technol. & Electr. Eng., Univ. of Queensland, St. Lucia, QLD, , Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, School of Information Technology and Electrical Engineering, St Lucia, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"Sch. of Inf. Technol. & Electr. Eng., Univ. of Queensland, St. Lucia, QLD, , Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042053820","display_name":"Andrew P. Bradley","orcid":"https://orcid.org/0000-0003-0109-6844"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew P. Bradley","raw_affiliation_strings":["The University of Queensland, School of Information Technology and Electrical Engineering, St Lucia, QLD, Australia","Sch. of Inf. Technol. & Electr. Eng., Univ. of Queensland, St. Lucia, QLD, , Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, School of Information Technology and Electrical Engineering, St Lucia, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]},{"raw_affiliation_string":"Sch. of Inf. Technol. & Electr. Eng., Univ. of Queensland, St. Lucia, QLD, , Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5009803453"],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":0.5554,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69983512,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"25","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9986000061035156,"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":0.9986000061035156,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9922000169754028,"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":0.989799976348877,"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/false-positive-paradox","display_name":"False positive paradox","score":0.8017330765724182},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6942674517631531},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.6688629388809204},{"id":"https://openalex.org/keywords/true-positive-rate","display_name":"True positive rate","score":0.6545053720474243},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5813244581222534},{"id":"https://openalex.org/keywords/group","display_name":"Group (periodic table)","score":0.4903140366077423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4597932994365692},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3944820463657379},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1713392734527588}],"concepts":[{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.8017330765724182},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6942674517631531},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.6688629388809204},{"id":"https://openalex.org/C2989486834","wikidata":"https://www.wikidata.org/wiki/Q3808900","display_name":"True positive rate","level":2,"score":0.6545053720474243},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5813244581222534},{"id":"https://openalex.org/C2781311116","wikidata":"https://www.wikidata.org/wiki/Q83306","display_name":"Group (periodic table)","level":2,"score":0.4903140366077423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4597932994365692},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3944820463657379},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1713392734527588},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/dicta.2012.6411737","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dicta.2012.6411737","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Conference on Digital Image Computing Techniques and Applications (DICTA)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:295625","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1975052317","https://openalex.org/W2078579128","https://openalex.org/W2098166271","https://openalex.org/W2110119381","https://openalex.org/W2125479168","https://openalex.org/W2134440544","https://openalex.org/W2135346934","https://openalex.org/W2142082953","https://openalex.org/W2142730785","https://openalex.org/W2143539877","https://openalex.org/W2155653793","https://openalex.org/W2751060233","https://openalex.org/W6679937818"],"related_works":["https://openalex.org/W2027184711","https://openalex.org/W3129715955","https://openalex.org/W1557094818","https://openalex.org/W4287692494","https://openalex.org/W3047594718","https://openalex.org/W4299651861","https://openalex.org/W2953243682","https://openalex.org/W3027053746","https://openalex.org/W4386222044","https://openalex.org/W2099261052"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"compare":[4],"the":[5,31,54,63,73,76,85,97,102,105,109,121],"performance":[6,37,86],"of":[7,10,87,104],"a":[8,22,88,115],"number":[9],"multiple-instance":[11],"learning":[12],"(MIL)":[13],"and":[14,24,43,47],"group":[15],"based":[16],"(GB)":[17],"classification":[18],"algorithms":[19,52,113],"on":[20,72,108],"both":[21,40],"synthetic":[23,32],"real-world":[25,74],"Pap":[26,110],"smear":[27,111],"dataset.":[28,106],"We":[29],"utilise":[30],"dataset":[33],"to":[34],"demonstrate":[35,120],"that":[36,48,84],"improves":[38],"as":[39,62,69],"bag":[41],"size":[42],"percent":[44],"positives":[45,56],"increase":[46],"MIL":[49,89,99,118],"outperforms":[50],"GB":[51,91],"when":[53,96],"percentage":[55],"is":[57,70],"less":[58],"than":[59],"50%.":[60],"However,":[61],"positive":[64],"bags":[65],"become":[66,79],"increasingly":[67],"homogeneous,":[68],"apparent":[71],"dataset,":[75,112],"two":[77],"approaches":[78],"comparable.":[80],"This":[81],"result":[82],"highlights":[83],"or":[90],"algorithm":[92],"will":[93],"be":[94],"maximised":[95],"algorithm's":[98],"assumption":[100,119],"matches":[101],"reality":[103],"Therefore,":[107],"with":[114],"more":[116],"generalised":[117],"strongest":[122],"performance.":[123]},"counts_by_year":[{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}