{"id":"https://openalex.org/W2188382305","doi":"https://doi.org/10.1109/dsaa.2015.7344866","title":"MIAT: A novel attribute selection approach to better predict upper gastrointestinal cancer","display_name":"MIAT: A novel attribute selection approach to better predict upper gastrointestinal cancer","publication_year":2015,"publication_date":"2015-10-01","ids":{"openalex":"https://openalex.org/W2188382305","doi":"https://doi.org/10.1109/dsaa.2015.7344866","mag":"2188382305"},"language":"en","primary_location":{"id":"doi:10.1109/dsaa.2015.7344866","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa.2015.7344866","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA)","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/A5088931272","display_name":"Avi Rosenfeld","orcid":null},"institutions":[{"id":"https://openalex.org/I192238737","display_name":"Jerusalem College of Technology","ror":"https://ror.org/002kenh51","country_code":"IL","type":"education","lineage":["https://openalex.org/I192238737"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Avi Rosenfeld","raw_affiliation_strings":["Department of Industrial Engineering, Jerusalem College of Technology (JCT), Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Jerusalem College of Technology (JCT), Israel","institution_ids":["https://openalex.org/I192238737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112312344","display_name":"David Graham","orcid":null},"institutions":[{"id":"https://openalex.org/I1289784979","display_name":"University College Hospital","ror":"https://ror.org/00wrevg56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1289784979","https://openalex.org/I1340918713"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David G. Graham","raw_affiliation_strings":["Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom","institution_ids":["https://openalex.org/I1289784979","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046629044","display_name":"Rifat Hamoudi","orcid":"https://orcid.org/0000-0002-1402-0868"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rifat Hamoudi","raw_affiliation_strings":["Division of Surgery and Interventional Science, University College London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Surgery and Interventional Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078501318","display_name":"Rommel Butawan","orcid":null},"institutions":[{"id":"https://openalex.org/I1289784979","display_name":"University College Hospital","ror":"https://ror.org/00wrevg56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1289784979","https://openalex.org/I1340918713"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rommel Butawan","raw_affiliation_strings":["Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom","institution_ids":["https://openalex.org/I1289784979","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064148213","display_name":"Victor Eneh","orcid":null},"institutions":[{"id":"https://openalex.org/I1289784979","display_name":"University College Hospital","ror":"https://ror.org/00wrevg56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1289784979","https://openalex.org/I1340918713"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Victor Eneh","raw_affiliation_strings":["Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom","institution_ids":["https://openalex.org/I1289784979","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035155406","display_name":"Saif Khan","orcid":"https://orcid.org/0000-0002-4756-217X"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saif Khan","raw_affiliation_strings":["Division of Surgery and Interventional Science, University College London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Surgery and Interventional Science, University College London, United Kingdom","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051746629","display_name":"Haroon Miah","orcid":"https://orcid.org/0000-0002-3512-8683"},"institutions":[{"id":"https://openalex.org/I1289784979","display_name":"University College Hospital","ror":"https://ror.org/00wrevg56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1289784979","https://openalex.org/I1340918713"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Haroon Miah","raw_affiliation_strings":["Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom","institution_ids":["https://openalex.org/I1289784979","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033579333","display_name":"Mahesan Niranjan","orcid":"https://orcid.org/0000-0001-7021-140X"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mahesan Niranjan","raw_affiliation_strings":["Department of Computer Science, Southampton University, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Southampton University, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042695837","display_name":"Laurence Lovat","orcid":"https://orcid.org/0000-0003-4542-3915"},"institutions":[{"id":"https://openalex.org/I1289784979","display_name":"University College Hospital","ror":"https://ror.org/00wrevg56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1289784979","https://openalex.org/I1340918713"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Laurence B. Lovat","raw_affiliation_strings":["Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, University College London Hospital (UCLH), United Kingdom","institution_ids":["https://openalex.org/I1289784979","https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6491,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.88557304,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"3","issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.98580002784729,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.8374447822570801},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.664722204208374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6358234882354736},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5696412920951843},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.46619170904159546},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4395126402378082},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4023999273777008},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3859124183654785},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2039111852645874}],"concepts":[{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.8374447822570801},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.664722204208374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6358234882354736},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5696412920951843},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.46619170904159546},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4395126402378082},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4023999273777008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3859124183654785},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2039111852645874},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/dsaa.2015.7344866","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa.2015.7344866","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.704.4741","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.704.4741","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://homedir.jct.ac.il/%7Erosenfa/papers/miat-final.pdf","raw_type":"text"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1488424","is_oa":false,"landing_page_url":"http://discovery.ucl.ac.uk/1488424/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In: Gaussier, E and Cao, LB and Gallinari, P and Kwok, J and Pasi, G and Zaiane, O, (eds.)  (Proceedings) Proceedings of the 2015 IEEE International Conference on Data Science and Advanced Analytics (IEEE DSAA 2015). (pp. pp. 785-791).  IEEE (2015)     ","raw_type":"Proceedings paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W23149702","https://openalex.org/W1482293298","https://openalex.org/W1506281249","https://openalex.org/W1570448133","https://openalex.org/W1575373148","https://openalex.org/W1603840075","https://openalex.org/W1678889691","https://openalex.org/W1968989628","https://openalex.org/W1969837908","https://openalex.org/W1990762111","https://openalex.org/W1998947396","https://openalex.org/W2021114412","https://openalex.org/W2055502886","https://openalex.org/W2058732827","https://openalex.org/W2072714509","https://openalex.org/W2086171591","https://openalex.org/W2089970756","https://openalex.org/W2107225782","https://openalex.org/W2113153986","https://openalex.org/W2119387367","https://openalex.org/W2122222274","https://openalex.org/W2128399155","https://openalex.org/W2132996843","https://openalex.org/W2158967441","https://openalex.org/W2166558254","https://openalex.org/W2166834494","https://openalex.org/W2171715366","https://openalex.org/W2186535340","https://openalex.org/W2966207845","https://openalex.org/W2998216295","https://openalex.org/W3103913776","https://openalex.org/W4239875977","https://openalex.org/W4285719527","https://openalex.org/W6679189519","https://openalex.org/W6686586283","https://openalex.org/W6786116714","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W2045049461","https://openalex.org/W1978893398","https://openalex.org/W2201908702","https://openalex.org/W4381094582","https://openalex.org/W2369625323","https://openalex.org/W2364579609","https://openalex.org/W1977906818","https://openalex.org/W1522139108","https://openalex.org/W2353528968","https://openalex.org/W2032776242"],"abstract_inverted_index":{"The":[0],"use":[1,141],"of":[2,32,41,86,95],"data":[3,33],"mining":[4],"has":[5],"led":[6],"to":[7,120,130,148,164],"many":[8,13],"significant":[9],"medical":[10,34,71],"discoveries.":[11],"However,":[12,53],"challenges":[14],"still":[15,102],"exist":[16],"in":[17],"using":[18],"these":[19,76,122],"methods":[20],"for":[21,93,153],"knowledge":[22],"discovery":[23],"within":[24,63,70],"this":[25,45,107,146,154],"field":[26],"given":[27],"that":[28,64,75,114,176],"the":[29,96,142],"large":[30],"amounts":[31],"practitioners":[35],"collect":[36],"often":[37],"creates":[38],"a":[39,83,90,150,165],"curse":[40],"dimensionality.":[42],"To":[43,105,156],"address":[44],"challenge,":[46],"attribute":[47,87,124,186],"selection":[48,187],"approaches":[49,55,77],"have":[50],"been":[51],"developed.":[52],"current":[54],"typically":[56],"put":[57],"equal":[58],"weight":[59],"on":[60],"all":[61],"values":[62,88,98],"attribute.":[65],"At":[66],"times,":[67],"and":[68,99,182],"especially":[69],"domains,":[72],"we":[73,109,127,137,140,160,174],"claim":[74],"might":[78],"miss":[79],"attributes":[80,143],"where":[81],"only":[82],"small":[84],"subset":[85],"contain":[89],"strong":[91],"indication":[92],"one":[94],"target":[97],"thus":[100],"should":[101],"be":[103],"selected.":[104],"quantify":[106],"approach,":[108],"present":[110,138],"MIAT,":[111],"an":[112],"algorithm":[113],"defines":[115],"Minority":[116],"Interesting":[117],"Attribute":[118],"Thresholds":[119],"find":[121],"important":[123],"values.":[125],"As":[126],"developed":[128],"MIAT":[129,177],"help":[131],"better":[132,180],"diagnose":[133],"upper":[134],"gastrointestinal":[135],"cancer,":[136],"how":[139],"selected":[144],"through":[145],"approach":[147],"build":[149],"predictive":[151],"model":[152],"cancer.":[155],"demonstrate":[157],"MIAT's":[158],"generality,":[159],"also":[161],"applied":[162],"it":[163],"canonical":[166],"Hungarian":[167],"Heart":[168],"Disease":[169],"Dataset.":[170],"In":[171],"both":[172],"datasets":[173],"found":[175],"yields":[178],"significantly":[179],"accuracy":[181],"sensitivity":[183],"over":[184],"traditional":[185],"approaches.":[188]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}