{"id":"https://openalex.org/W2121784101","doi":"https://doi.org/10.1186/2196-1115-1-2","title":"A review of data mining using big data in health informatics","display_name":"A review of data mining using big data in health informatics","publication_year":2014,"publication_date":"2014-06-24","ids":{"openalex":"https://openalex.org/W2121784101","doi":"https://doi.org/10.1186/2196-1115-1-2","mag":"2121784101"},"language":"en","primary_location":{"id":"doi:10.1186/2196-1115-1-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2196-1115-1-2","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/2196-1115-1-2","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal Of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/2196-1115-1-2","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001250812","display_name":"Matthew Herland","orcid":null},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Herland","raw_affiliation_strings":["Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","[Florida Atlantic University, Boca Raton, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","institution_ids":["https://openalex.org/I63772739"]},{"raw_affiliation_string":"[Florida Atlantic University, Boca Raton, USA]","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089170562","display_name":"Taghi M. Khoshgoftaar","orcid":null},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taghi M Khoshgoftaar","raw_affiliation_strings":["Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","[Florida Atlantic University, Boca Raton, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","institution_ids":["https://openalex.org/I63772739"]},{"raw_affiliation_string":"[Florida Atlantic University, Boca Raton, USA]","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047817565","display_name":"Randall Wald","orcid":null},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Randall Wald","raw_affiliation_strings":["Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","[Florida Atlantic University, Boca Raton, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","institution_ids":["https://openalex.org/I63772739"]},{"raw_affiliation_string":"[Florida Atlantic University, Boca Raton, USA]","institution_ids":["https://openalex.org/I63772739"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I63772739"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1990},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1990},"fwci":54.596,"has_fulltext":true,"cited_by_count":320,"citation_normalized_percentile":{"value":0.9989684,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"1","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.998199999332428,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9866999983787537,"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.955299973487854,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.778439998626709},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7585696578025818},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7572920322418213},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.7422821521759033},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6755418181419373},{"id":"https://openalex.org/keywords/translational-research-informatics","display_name":"Translational research informatics","score":0.5974019169807434},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5441563725471497},{"id":"https://openalex.org/keywords/engineering-informatics","display_name":"Engineering informatics","score":0.5395864844322205},{"id":"https://openalex.org/keywords/translational-bioinformatics","display_name":"Translational bioinformatics","score":0.4861399829387665},{"id":"https://openalex.org/keywords/health-administration-informatics","display_name":"Health Administration Informatics","score":0.48348456621170044},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.43741557002067566},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.30239230394363403},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07827699184417725}],"concepts":[{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.778439998626709},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7585696578025818},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7572920322418213},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.7422821521759033},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6755418181419373},{"id":"https://openalex.org/C73851307","wikidata":"https://www.wikidata.org/wiki/Q7834546","display_name":"Translational research informatics","level":5,"score":0.5974019169807434},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5441563725471497},{"id":"https://openalex.org/C158518442","wikidata":"https://www.wikidata.org/wiki/Q2843902","display_name":"Engineering informatics","level":4,"score":0.5395864844322205},{"id":"https://openalex.org/C163293594","wikidata":"https://www.wikidata.org/wiki/Q7834541","display_name":"Translational bioinformatics","level":5,"score":0.4861399829387665},{"id":"https://openalex.org/C141363852","wikidata":"https://www.wikidata.org/wiki/Q5690441","display_name":"Health Administration Informatics","level":4,"score":0.48348456621170044},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.43741557002067566},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30239230394363403},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07827699184417725},{"id":"https://openalex.org/C189206191","wikidata":"https://www.wikidata.org/wiki/Q222046","display_name":"Genomics","level":4,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C141231307","wikidata":"https://www.wikidata.org/wiki/Q7020","display_name":"Genome","level":3,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1186/2196-1115-1-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2196-1115-1-2","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/2196-1115-1-2","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal Of Big Data","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1186/2196-1115-1-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/2196-1115-1-2","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/2196-1115-1-2","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal Of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2121784101.pdf","grobid_xml":"https://content.openalex.org/works/W2121784101.grobid-xml"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W1495061682","https://openalex.org/W1536846946","https://openalex.org/W1592081640","https://openalex.org/W1672298349","https://openalex.org/W1881647329","https://openalex.org/W1913186225","https://openalex.org/W1957208641","https://openalex.org/W1965825532","https://openalex.org/W1972879084","https://openalex.org/W1976119501","https://openalex.org/W1978229612","https://openalex.org/W1980801609","https://openalex.org/W1981276685","https://openalex.org/W1991001144","https://openalex.org/W1994041743","https://openalex.org/W1997484815","https://openalex.org/W1999719662","https://openalex.org/W2003378032","https://openalex.org/W2016688691","https://openalex.org/W2024729467","https://openalex.org/W2031687681","https://openalex.org/W2033925475","https://openalex.org/W2040248601","https://openalex.org/W2046940610","https://openalex.org/W2068714596","https://openalex.org/W2071637551","https://openalex.org/W2073417639","https://openalex.org/W2075875029","https://openalex.org/W2079105722","https://openalex.org/W2079325629","https://openalex.org/W2094104281","https://openalex.org/W2096941734","https://openalex.org/W2099973138","https://openalex.org/W2100368765","https://openalex.org/W2107720458","https://openalex.org/W2108329023","https://openalex.org/W2117239687","https://openalex.org/W2120156715","https://openalex.org/W2122966699","https://openalex.org/W2125121305","https://openalex.org/W2128349740","https://openalex.org/W2133990480","https://openalex.org/W2135303445","https://openalex.org/W2136127280","https://openalex.org/W2137226992","https://openalex.org/W2142635246","https://openalex.org/W2147194983","https://openalex.org/W2149008473","https://openalex.org/W2150757437","https://openalex.org/W2151485425","https://openalex.org/W2154976095","https://openalex.org/W2155653793","https://openalex.org/W2159583324","https://openalex.org/W2162949830","https://openalex.org/W2164606925","https://openalex.org/W2165389801","https://openalex.org/W2165542070","https://openalex.org/W2166478947","https://openalex.org/W2167613820","https://openalex.org/W2408299270","https://openalex.org/W2482582114","https://openalex.org/W2505118199","https://openalex.org/W2612085100","https://openalex.org/W2791753912","https://openalex.org/W3121423050","https://openalex.org/W3121587504","https://openalex.org/W3125375018","https://openalex.org/W3149745985","https://openalex.org/W4211253646","https://openalex.org/W4212774754","https://openalex.org/W4240073037","https://openalex.org/W4247943214","https://openalex.org/W4293242440","https://openalex.org/W4301367538","https://openalex.org/W6646188046"],"related_works":["https://openalex.org/W2487065990","https://openalex.org/W4253199975","https://openalex.org/W2113232282","https://openalex.org/W1955170615","https://openalex.org/W3217496043","https://openalex.org/W2134049405","https://openalex.org/W4307723010","https://openalex.org/W2124799233","https://openalex.org/W1977854359","https://openalex.org/W1495820741"],"abstract_inverted_index":{"Abstract":[0],"The":[1,70],"amount":[2],"of":[3,17,38,48,58,73,87,95,115,141,161],"data":[4,65,83,118,135,169],"produced":[5],"within":[6],"Health":[7,74,116,185],"Informatics":[8,75,117],"has":[9],"grown":[10],"to":[11,27,41,62,77,90,133,179],"be":[12,28],"quite":[13],"vast,":[14],"and":[15,97,110,128,148,154],"analysis":[16,114],"this":[18,32,64],"Big":[19,107],"Data":[20,108],"grants":[21],"potentially":[22],"limitless":[23],"possibilities":[24],"for":[25,112,159],"knowledge":[26,183],"gained.":[29],"In":[30,131],"addition,":[31],"information":[33],"can":[34],"improve":[35],"the":[36,113,124,175,181],"quality":[37],"healthcare":[39],"offered":[40],"patients.":[42],"However,":[43],"there":[44],"are":[45,143],"a":[46,67],"number":[47],"issues":[49],"that":[50],"arise":[51],"when":[52],"dealing":[53],"with":[54],"these":[55,162],"vast":[56],"quantities":[57],"data,":[59],"especially":[60],"how":[61,167],"analyze":[63,153],"in":[66,79,184],"reliable":[68],"manner.":[69],"basic":[71],"goal":[72],"is":[76],"take":[78],"real":[80],"world":[81],"medical":[82,98],"from":[84,170],"all":[85],"levels":[86,140],"human":[88],"existence":[89],"help":[91],"advance":[92],"our":[93],"understanding":[94],"medicine":[96],"practice.":[99],"This":[100],"paper":[101],"will":[102,151],"present":[103],"recent":[104],"research":[105],"using":[106],"tools":[109],"approaches":[111],"gathered":[119],"at":[120,136],"multiple":[121,137,139],"levels,":[122,138],"including":[123],"molecular,":[125],"tissue,":[126],"patient,":[127],"population":[129],"levels.":[130],"addition":[132],"gathering":[134],"questions":[142],"addressed:":[144],"human-scale":[145],"biology,":[146],"clinical-scale,":[147],"epidemic-scale.":[149],"We":[150],"also":[152],"examine":[155],"possible":[156],"future":[157],"work":[158],"each":[160,171],"areas,":[163],"as":[164,166],"well":[165],"combining":[168],"level":[172],"may":[173],"provide":[174],"most":[176,182],"promising":[177],"approach":[178],"gain":[180],"Informatics.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":24},{"year":2021,"cited_by_count":29},{"year":2020,"cited_by_count":49},{"year":2019,"cited_by_count":29},{"year":2018,"cited_by_count":48},{"year":2017,"cited_by_count":34},{"year":2016,"cited_by_count":26},{"year":2015,"cited_by_count":23},{"year":2014,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}