{"id":"https://openalex.org/W2146487434","doi":"https://doi.org/10.1109/cbms.2009.5255454","title":"Predicting risk of complications following a drug eluting stent procedure: A SVM approach for imbalanced data","display_name":"Predicting risk of complications following a drug eluting stent procedure: A SVM approach for imbalanced data","publication_year":2009,"publication_date":"2009-08-01","ids":{"openalex":"https://openalex.org/W2146487434","doi":"https://doi.org/10.1109/cbms.2009.5255454","mag":"2146487434"},"language":"en","primary_location":{"id":"doi:10.1109/cbms.2009.5255454","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2009.5255454","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 22nd IEEE International Symposium on Computer-Based Medical Systems","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/A5086938371","display_name":"Ramkiran Gouripeddi","orcid":"https://orcid.org/0000-0002-4345-9669"},"institutions":[{"id":"https://openalex.org/I4210102840","display_name":"Ubiquitous Energy (United States)","ror":"https://ror.org/01b06j989","country_code":"US","type":"company","lineage":["https://openalex.org/I4210102840"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ramkiran Gouripeddi","raw_affiliation_strings":["Center of Cognitive Ubiquitous Computing (CUbiC) School of Computing and Informatics, Arizona State University, USA","Center for Cognitive Ubiquitous Computing (CUbiC), School of Computing and Informatics, Arizona State University, USA"],"affiliations":[{"raw_affiliation_string":"Center of Cognitive Ubiquitous Computing (CUbiC) School of Computing and Informatics, Arizona State University, USA","institution_ids":["https://openalex.org/I4210102840"]},{"raw_affiliation_string":"Center for Cognitive Ubiquitous Computing (CUbiC), School of Computing and Informatics, Arizona State University, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038020125","display_name":"Vineeth N Balasubramanian","orcid":"https://orcid.org/0000-0003-2656-0375"},"institutions":[{"id":"https://openalex.org/I4210102840","display_name":"Ubiquitous Energy (United States)","ror":"https://ror.org/01b06j989","country_code":"US","type":"company","lineage":["https://openalex.org/I4210102840"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vineeth Balasubramanian","raw_affiliation_strings":["Center of Cognitive Ubiquitous Computing (CUbiC) School of Computing and Informatics, Arizona State University, USA","Center for Cognitive Ubiquitous Computing (CUbiC), School of Computing and Informatics, Arizona State University, USA"],"affiliations":[{"raw_affiliation_string":"Center of Cognitive Ubiquitous Computing (CUbiC) School of Computing and Informatics, Arizona State University, USA","institution_ids":["https://openalex.org/I4210102840"]},{"raw_affiliation_string":"Center for Cognitive Ubiquitous Computing (CUbiC), School of Computing and Informatics, Arizona State University, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066190233","display_name":"Sethuraman Panchanathan","orcid":"https://orcid.org/0000-0002-8769-6340"},"institutions":[{"id":"https://openalex.org/I4210102840","display_name":"Ubiquitous Energy (United States)","ror":"https://ror.org/01b06j989","country_code":"US","type":"company","lineage":["https://openalex.org/I4210102840"]},{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sethuraman Panchanathan","raw_affiliation_strings":["Center of Cognitive Ubiquitous Computing (CUbiC) School of Computing and Informatics, Arizona State University, USA","Center for Cognitive Ubiquitous Computing (CUbiC), School of Computing and Informatics, Arizona State University, USA"],"affiliations":[{"raw_affiliation_string":"Center of Cognitive Ubiquitous Computing (CUbiC) School of Computing and Informatics, Arizona State University, USA","institution_ids":["https://openalex.org/I4210102840"]},{"raw_affiliation_string":"Center for Cognitive Ubiquitous Computing (CUbiC), School of Computing and Informatics, Arizona State University, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076889591","display_name":"Jenni Harris","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163798","display_name":"AC Diagnostics (United States)","ror":"https://ror.org/03w9d5h80","country_code":"US","type":"company","lineage":["https://openalex.org/I4210163798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenni Harris","raw_affiliation_strings":["Advanced Cardiac Specialists, Mesa, AZ, USA","Advanced Cardiac Specialists, Mesa, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"Advanced Cardiac Specialists, Mesa, AZ, USA","institution_ids":[]},{"raw_affiliation_string":"Advanced Cardiac Specialists, Mesa, Arizona, USA","institution_ids":["https://openalex.org/I4210163798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110100513","display_name":"Ambika Bhaskaran","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163798","display_name":"AC Diagnostics (United States)","ror":"https://ror.org/03w9d5h80","country_code":"US","type":"company","lineage":["https://openalex.org/I4210163798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ambika Bhaskaran","raw_affiliation_strings":["Advanced Cardiac Specialists, Mesa, AZ, USA","Advanced Cardiac Specialists, Mesa, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"Advanced Cardiac Specialists, Mesa, AZ, USA","institution_ids":[]},{"raw_affiliation_string":"Advanced Cardiac Specialists, Mesa, Arizona, USA","institution_ids":["https://openalex.org/I4210163798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101532989","display_name":"Robert Siegel","orcid":"https://orcid.org/0000-0002-1259-2379"},"institutions":[{"id":"https://openalex.org/I4210163798","display_name":"AC Diagnostics (United States)","ror":"https://ror.org/03w9d5h80","country_code":"US","type":"company","lineage":["https://openalex.org/I4210163798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert M Siegel","raw_affiliation_strings":["Advanced Cardiac Specialists, Mesa, AZ, USA","Advanced Cardiac Specialists, Mesa, Arizona, USA"],"affiliations":[{"raw_affiliation_string":"Advanced Cardiac Specialists, Mesa, AZ, USA","institution_ids":[]},{"raw_affiliation_string":"Advanced Cardiac Specialists, Mesa, Arizona, USA","institution_ids":["https://openalex.org/I4210163798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086938371"],"corresponding_institution_ids":["https://openalex.org/I4210102840","https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":0.8579,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.77632614,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10193","display_name":"Coronary Interventions and Diagnostics","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11064","display_name":"Antiplatelet Therapy and Cardiovascular Diseases","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9740999937057495,"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":0.7235904932022095},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5244172811508179},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5006818771362305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46363040804862976},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.45541006326675415},{"id":"https://openalex.org/keywords/percutaneous-coronary-intervention","display_name":"Percutaneous coronary intervention","score":0.44939619302749634},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4335595965385437},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.40092504024505615},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3609779477119446},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35673046112060547},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.34764957427978516},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.20348885655403137}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7235904932022095},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5244172811508179},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5006818771362305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46363040804862976},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.45541006326675415},{"id":"https://openalex.org/C2780400711","wikidata":"https://www.wikidata.org/wiki/Q2008344","display_name":"Percutaneous coronary intervention","level":3,"score":0.44939619302749634},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4335595965385437},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40092504024505615},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3609779477119446},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35673046112060547},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.34764957427978516},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.20348885655403137},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C500558357","wikidata":"https://www.wikidata.org/wiki/Q12152","display_name":"Myocardial infarction","level":2,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms.2009.5255454","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2009.5255454","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 22nd IEEE International Symposium on Computer-Based Medical Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W117863929","https://openalex.org/W1560724230","https://openalex.org/W1974078328","https://openalex.org/W1989556574","https://openalex.org/W1993760781","https://openalex.org/W2015703158","https://openalex.org/W2017999770","https://openalex.org/W2035082412","https://openalex.org/W2035668463","https://openalex.org/W2039361150","https://openalex.org/W2046001803","https://openalex.org/W2050192520","https://openalex.org/W2086625768","https://openalex.org/W2109582105","https://openalex.org/W2109614804","https://openalex.org/W2132871812","https://openalex.org/W2141165366","https://openalex.org/W2146308087","https://openalex.org/W2148143831","https://openalex.org/W2153342016","https://openalex.org/W2156909104","https://openalex.org/W2159473982","https://openalex.org/W3195149063","https://openalex.org/W4230674625","https://openalex.org/W4252971952","https://openalex.org/W4299323459","https://openalex.org/W4327672905","https://openalex.org/W6604867504"],"related_works":["https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W2533987749","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2112831187","https://openalex.org/W2122149485","https://openalex.org/W4232131108","https://openalex.org/W2128124510"],"abstract_inverted_index":{"Drug":[0],"Eluting":[1],"Stents":[2],"(DES)":[3],"have":[4,14,53],"distinct":[5],"advantages":[6],"over":[7],"other":[8],"Percutaneous":[9],"Coronary":[10],"Intervention":[11],"procedures,":[12],"but":[13],"recently":[15],"been":[16],"associated":[17],"with":[18,137],"the":[19,25,34,43,84,115,118],"development":[20,44],"of":[21,36,45,70,73,86,117,135,157],"serious":[22],"complications":[23,87],"after":[24],"procedure.":[26,94],"There":[27],"is":[28],"a":[29,55,64,78,92,138,152,160],"growing":[30],"need":[31],"for":[32,155],"understanding":[33],"risk":[35,85],"these":[37],"complications,":[38],"which":[39],"has":[40],"led":[41],"to":[42,82,102,124,148],"simple":[46],"statistical":[47],"models.":[48],"In":[49],"this":[50,99,126],"work,":[51,100],"we":[52],"developed":[54,129],"predictive":[56,130],"model":[57,131],"based":[58],"on":[59,63],"Support":[60],"Vector":[61],"Machines":[62],"real":[65],"world":[66],"live":[67],"dataset":[68],"consisting":[69],"clinical":[71,104],"variables":[72],"patients":[74,158],"being":[75],"treated":[76],"at":[77,88],"cardiac":[79,165],"care":[80,166],"facility":[81],"predict":[83],"12":[89],"months":[90],"following":[91,159],"DES":[93,161],"A":[95],"significant":[96],"challenge":[97],"in":[98,163],"common":[101],"most":[103],"machine":[105],"learning":[106],"datasets,":[107],"was":[108],"imbalanced":[109],"data,":[110],"and":[111],"our":[112],"results":[113],"showed":[114],"effectiveness":[116],"Synthetic":[119],"Minority":[120],"Over-sampling":[121],"Technique":[122],"(SMOTE)":[123],"address":[125],"issue.":[127],"The":[128],"provided":[132],"an":[133],"accuracy":[134],"94%":[136],"0.97":[139],"AUC":[140],"(Area":[141],"under":[142],"ROC":[143],"curve),":[144],"indicating":[145],"high":[146],"potential":[147],"be":[149],"used":[150],"as":[151],"decision":[153],"support":[154],"management":[156],"procedure":[162],"real-world":[164],"facilities.":[167]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
