{"id":"https://openalex.org/W2038145325","doi":"https://doi.org/10.1109/bibm.2013.6732544","title":"miRNA and gene expression based cancer classification using self-learning and co-training approaches","display_name":"miRNA and gene expression based cancer classification using self-learning and co-training approaches","publication_year":2013,"publication_date":"2013-12-01","ids":{"openalex":"https://openalex.org/W2038145325","doi":"https://doi.org/10.1109/bibm.2013.6732544","mag":"2038145325"},"language":"en","primary_location":{"id":"doi:10.1109/bibm.2013.6732544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2013.6732544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Bioinformatics and Biomedicine","raw_type":"proceedings-article"},"type":"conference-paper","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/A5089814498","display_name":"Rania Ibrahim","orcid":"https://orcid.org/0000-0001-5116-5866"},"institutions":[{"id":"https://openalex.org/I84524832","display_name":"Alexandria University","ror":"https://ror.org/00mzz1w90","country_code":"EG","type":"education","lineage":["https://openalex.org/I84524832"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Rania Ibrahim","raw_affiliation_strings":["Computer and Systems Engineering Department, Alexandria University, Alexanrdria, Egypt","Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer and Systems Engineering Department, Alexandria University, Alexanrdria, Egypt","institution_ids":["https://openalex.org/I84524832"]},{"raw_affiliation_string":"Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt","institution_ids":["https://openalex.org/I84524832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079820394","display_name":"Noha A. Yousri","orcid":"https://orcid.org/0000-0003-1918-0331"},"institutions":[{"id":"https://openalex.org/I84524832","display_name":"Alexandria University","ror":"https://ror.org/00mzz1w90","country_code":"EG","type":"education","lineage":["https://openalex.org/I84524832"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Noha A. Yousri","raw_affiliation_strings":["Alexandria University, Alexandria, EG","Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alexandria University, Alexandria, EG","institution_ids":["https://openalex.org/I84524832"]},{"raw_affiliation_string":"Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt","institution_ids":["https://openalex.org/I84524832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101551739","display_name":"Mohamed A. Ismail","orcid":"https://orcid.org/0000-0003-3854-8883"},"institutions":[{"id":"https://openalex.org/I84524832","display_name":"Alexandria University","ror":"https://ror.org/00mzz1w90","country_code":"EG","type":"education","lineage":["https://openalex.org/I84524832"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed A. Ismail","raw_affiliation_strings":["Computer and Systems Engineering Department, Alexandria University, Alexanrdria, Egypt","Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer and Systems Engineering Department, Alexandria University, Alexanrdria, Egypt","institution_ids":["https://openalex.org/I84524832"]},{"raw_affiliation_string":"Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt","institution_ids":["https://openalex.org/I84524832"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053593861","display_name":"Nagwa El-Makky","orcid":"https://orcid.org/0000-0002-9571-7543"},"institutions":[{"id":"https://openalex.org/I84524832","display_name":"Alexandria University","ror":"https://ror.org/00mzz1w90","country_code":"EG","type":"education","lineage":["https://openalex.org/I84524832"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nagwa M. El-Makky","raw_affiliation_strings":["Alexandria University, Alexandria, EG","Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alexandria University, Alexandria, EG","institution_ids":["https://openalex.org/I84524832"]},{"raw_affiliation_string":"Computer and Systems Engineering Department, Alexandria University, \u200eAlexandria, Egypt","institution_ids":["https://openalex.org/I84524832"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I84524832"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"495","last_page":"498"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10062","display_name":"MicroRNA in disease regulation","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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"}},"topics":[{"id":"https://openalex.org/T10062","display_name":"MicroRNA in disease regulation","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T10515","display_name":"Cancer-related molecular mechanisms research","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T12676","display_name":"Machine Learning and ELM","score":0.9933000206947327,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6735866069793701},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6179038286209106},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6156083941459656},{"id":"https://openalex.org/keywords/microrna","display_name":"microRNA","score":0.55189049243927},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5247468948364258},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.5100563168525696},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.5002286434173584},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.49265509843826294},{"id":"https://openalex.org/keywords/co-training","display_name":"Co-training","score":0.49233806133270264},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.45914125442504883},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.44180095195770264},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4214620590209961},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.3839791715145111},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.36917272210121155},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.2182665467262268},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.20667210221290588},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.07456597685813904}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6735866069793701},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6179038286209106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6156083941459656},{"id":"https://openalex.org/C145059251","wikidata":"https://www.wikidata.org/wiki/Q310899","display_name":"microRNA","level":3,"score":0.55189049243927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5247468948364258},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.5100563168525696},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.5002286434173584},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.49265509843826294},{"id":"https://openalex.org/C2776959682","wikidata":"https://www.wikidata.org/wiki/Q17005296","display_name":"Co-training","level":3,"score":0.49233806133270264},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.45914125442504883},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.44180095195770264},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4214620590209961},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.3839791715145111},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.36917272210121155},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.2182665467262268},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.20667210221290588},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.07456597685813904},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm.2013.6732544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2013.6732544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Bioinformatics and Biomedicine","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W195283525","https://openalex.org/W1479807131","https://openalex.org/W1505796919","https://openalex.org/W1547400538","https://openalex.org/W1577303223","https://openalex.org/W1885010341","https://openalex.org/W1938542669","https://openalex.org/W1989726423","https://openalex.org/W2004320486","https://openalex.org/W2036820554","https://openalex.org/W2041094016","https://openalex.org/W2048679005","https://openalex.org/W2074248109","https://openalex.org/W2079057609","https://openalex.org/W2081427413","https://openalex.org/W2081468394","https://openalex.org/W2135810600","https://openalex.org/W2136490963","https://openalex.org/W2151801481","https://openalex.org/W2165860419","https://openalex.org/W2911964244","https://openalex.org/W6607795097","https://openalex.org/W6630015707","https://openalex.org/W6639490541","https://openalex.org/W6640522805","https://openalex.org/W6670947161"],"related_works":["https://openalex.org/W2098708659","https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W4224941037","https://openalex.org/W2004826645","https://openalex.org/W2382884417"],"abstract_inverted_index":{"A":[0],"number":[1],"of":[2,55,60,62,98,128],"attempts":[3],"to":[4,25,39,71,94,124,149],"classify":[5],"cancer":[6,56,99,129,143],"samples":[7],"using":[8,135],"miRNA/gene":[9],"expression":[10,30,45,69,119,144],"profiles":[11,31,120],"are":[12,92,109,121],"known":[13],"in":[14,32,113,152,172,174],"literature.":[15],"However,":[16],"semi-supervised":[17,84],"learning":[18,86],"models":[19],"have":[20],"only":[21],"been":[22,77],"recently":[23],"introduced":[24],"exploit":[26],"the":[27,53,96],"huge":[28],"unlabeled":[29,65],"enhancing":[33],"sample":[34,73,100],"classification.":[35,101],"It":[36],"is":[37],"important":[38],"combine":[40],"both":[41,61,115],"miRNA":[42,66,104,116],"and":[43,64,67,90,105,117,141,157],"gene":[44,68,106,118],"sets":[46,70],"as":[47],"that":[48],"provides":[49],"more":[50],"information":[51],"on":[52],"characteristics":[54],"samples.":[57,130],"The":[58,131],"use":[59],"labeled":[63],"enhance":[72,95],"classification":[74],"has":[75],"not":[76],"explored":[78],"yet.":[79],"In":[80,102],"this":[81],"paper,":[82],"two":[83],"machine":[85],"approaches,":[87],"namely":[88],"self-learning":[89],"co-training":[91],"adapted":[93],"quality":[97],"self-learning,":[103],"based":[107],"classifiers":[108],"enhanced":[110],"independently.":[111],"While":[112],"co-training,":[114],"used":[122],"simultaneously":[123],"provide":[125],"different":[126],"views":[127],"approaches":[132],"were":[133],"evaluated":[134],"breast":[136,175],"cancer,":[137],"hepatocellular":[138],"carcinoma":[139],"(HCC)":[140],"lung":[142],"sets.":[145],"Results":[146],"show":[147],"up":[148],"20%":[150],"improvement":[151,171],"F1-measure":[153,173],"over":[154],"Random":[155],"Forests":[156],"SVM":[158],"classifiers.":[159],"Co-Training":[160],"also":[161],"outperforms":[162],"Low":[163],"Density":[164],"Separation":[165],"(LDS)":[166],"approach":[167],"by":[168],"around":[169],"25%":[170],"cancer.":[176]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2014,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
