{"id":"https://openalex.org/W2146762798","doi":"https://doi.org/10.1109/fuzz-ieee.2012.6251358","title":"FUMIL-Fuzzy Multiple Instance Learning for early illness recognition in older adults","display_name":"FUMIL-Fuzzy Multiple Instance Learning for early illness recognition in older adults","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2146762798","doi":"https://doi.org/10.1109/fuzz-ieee.2012.6251358","mag":"2146762798"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2012.6251358","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2012.6251358","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Fuzzy Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/1268741","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004595933","display_name":"Abhishek Mahnot","orcid":null},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Abhishek Mahnot","raw_affiliation_strings":["Electrical and Computer Engineering, University of Missouri, Columbia, MO, USA","Electrical and Computer Engineering, University of Missouri, Columbia, USA#TAB#"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering, University of Missouri, Columbia, MO, USA","institution_ids":["https://openalex.org/I76835614"]},{"raw_affiliation_string":"Electrical and Computer Engineering, University of Missouri, Columbia, USA#TAB#","institution_ids":["https://openalex.org/I76835614"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060329217","display_name":"Mihail Popescu","orcid":"https://orcid.org/0000-0002-6145-8096"},"institutions":[{"id":"https://openalex.org/I76835614","display_name":"University of Missouri","ror":"https://ror.org/02ymw8z06","country_code":"US","type":"education","lineage":["https://openalex.org/I76835614"]},{"id":"https://openalex.org/I2800649613","display_name":"University of Missouri Health System","ror":"https://ror.org/03yp8z857","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2800649613"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mihail Popescu","raw_affiliation_strings":["Health Management and Informatics, University of Missouri, Columbia, MO, USA","Health Management and Informatics, University of Missouri-Columbia, USA"],"affiliations":[{"raw_affiliation_string":"Health Management and Informatics, University of Missouri, Columbia, MO, USA","institution_ids":["https://openalex.org/I2800649613","https://openalex.org/I76835614"]},{"raw_affiliation_string":"Health Management and Informatics, University of Missouri-Columbia, USA","institution_ids":["https://openalex.org/I2800649613","https://openalex.org/I76835614"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5004595933"],"corresponding_institution_ids":["https://openalex.org/I76835614"],"apc_list":null,"apc_paid":null,"fwci":1.3885,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.84185224,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9800000190734863,"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/T10057","display_name":"Face and Expression Recognition","score":0.9695000052452087,"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/complement","display_name":"Complement (music)","score":0.6426867246627808},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6242608428001404},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6231224536895752},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5581190586090088},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5444096922874451},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5407917499542236},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5316838622093201},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.42582929134368896},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.41327619552612305}],"concepts":[{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.6426867246627808},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6242608428001404},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6231224536895752},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5581190586090088},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5444096922874451},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5407917499542236},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5316838622093201},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.42582929134368896},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.41327619552612305},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/fuzz-ieee.2012.6251358","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2012.6251358","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Fuzzy Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.652.1142","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.652.1142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.eldertech.missouri.edu/files/Papers/MahnotAbhishek/FUMIL-Fuzzy+Multiple+Instance+Learning+for+Early.pdf","raw_type":"text"},{"id":"pmh:oai:zenodo.org:1268741","is_oa":true,"landing_page_url":"https://zenodo.org/record/1268741","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:1268741","is_oa":true,"landing_page_url":"https://zenodo.org/record/1268741","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.4300000071525574,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W65207188","https://openalex.org/W131797937","https://openalex.org/W1540386283","https://openalex.org/W1554039773","https://openalex.org/W1585178616","https://openalex.org/W1908612907","https://openalex.org/W2097219193","https://openalex.org/W2100599367","https://openalex.org/W2110119381","https://openalex.org/W2120096192","https://openalex.org/W2154318594","https://openalex.org/W2170493368","https://openalex.org/W2316064023","https://openalex.org/W2496338429","https://openalex.org/W4221050585","https://openalex.org/W6632200337","https://openalex.org/W6683033130","https://openalex.org/W6844507471"],"related_works":["https://openalex.org/W2386430105","https://openalex.org/W2356521405","https://openalex.org/W2038534795","https://openalex.org/W2384358604","https://openalex.org/W1567829292","https://openalex.org/W3001063351","https://openalex.org/W3196905815","https://openalex.org/W2351370765","https://openalex.org/W3133811809","https://openalex.org/W2291094979"],"abstract_inverted_index":{"Many":[0],"important":[1],"applications":[2],"in":[3,108],"Health":[4],"Sciences":[5],"and":[6,66,93,125],"Biology":[7],"have":[8,12],"underlying":[9],"datasets":[10],"that":[11,16,54],"ambiguous":[13],"class":[14],"membership,":[15],"is,":[17],"individual":[18],"labels":[19],"are":[20,32],"difficult":[21],"to":[22,34],"establish.":[23],"In":[24,71,135],"such":[25],"cases,":[26],"many":[27],"times,":[28],"the":[29,42,80,143],"training":[30,61],"examples":[31],"easier":[33],"label":[35],"as":[36,64],"a":[37,50,76],"group":[38],"rather":[39],"than":[40,142],"at":[41,121,131],"instance":[43],"level.":[44],"Multiple":[45],"Instance":[46],"Learning":[47],"(MIL)":[48],"is":[49],"supervised":[51],"learning":[52],"strategy":[53],"addresses":[55],"this":[56,72],"labeling":[57],"difficulty":[58],"by":[59],"employing":[60],"example":[62],"given":[63],"positive":[65],"negative":[67],"bags":[68],"of":[69,79,104,115],"instances.":[70],"paper":[73],"we":[74],"describe":[75],"fuzzy":[77,94],"variation":[78],"MIL":[81,145],"Diverse":[82],"Density":[83],"framework":[84],"(FUMIL)":[85],"based":[86],"on":[87],"ordered":[88],"weighted":[89],"geometric":[90],"operator":[91],"(OWG)":[92],"complement":[95],"operators.":[96],"We":[97],"apply":[98],"FUMIL":[99,139],"for":[100],"early":[101],"illness":[102],"recognition":[103],"elderly":[105],"living":[106],"alone":[107],"their":[109],"home.":[110],"The":[111],"available":[112,130],"data":[113],"consists":[114],"wireless":[116],"non-wearable":[117],"sensor":[118],"values":[119],"aggregated":[120],"hour":[122],"level":[123,133],"(instance)":[124],"ground":[126],"truth":[127],"(medical":[128],"data)":[129],"day":[132],"(bag).":[134],"our":[136],"preliminary":[137],"experiments":[138],"performed":[140],"better":[141],"traditional":[144],"framework.":[146]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
