{"id":"https://openalex.org/W4399283354","doi":"https://doi.org/10.1109/pais62114.2024.10541283","title":"Empowering Healthcare: Edge Computing and ML for Early Heart Attack Detection And Prevention","display_name":"Empowering Healthcare: Edge Computing and ML for Early Heart Attack Detection And Prevention","publication_year":2024,"publication_date":"2024-04-24","ids":{"openalex":"https://openalex.org/W4399283354","doi":"https://doi.org/10.1109/pais62114.2024.10541283"},"language":"en","primary_location":{"id":"doi:10.1109/pais62114.2024.10541283","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pais62114.2024.10541283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Pattern Analysis and Intelligent Systems (PAIS)","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/A5098993604","display_name":"Laid Kenioua","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154551","display_name":"Centre Hospitalo-Universitaire Bab El Oued","ror":"https://ror.org/05qf3bt68","country_code":"DZ","type":"healthcare","lineage":["https://openalex.org/I4210154551"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Laid Kenioua","raw_affiliation_strings":["LIAP Laboratory University of El Oued,El Oued,Algeria,39000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIAP Laboratory University of El Oued,El Oued,Algeria,39000","institution_ids":["https://openalex.org/I4210154551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052372263","display_name":"Brahim Lejdel","orcid":"https://orcid.org/0000-0002-7193-5204"},"institutions":[{"id":"https://openalex.org/I4210157185","display_name":"University of Eloued","ror":"https://ror.org/05416s909","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210157185"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Brahim Lejdel","raw_affiliation_strings":["University of Eloued,Computer Science Department,Algeria","Computer Science Department, University of Eloued, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Eloued,Computer Science Department,Algeria","institution_ids":["https://openalex.org/I4210157185"]},{"raw_affiliation_string":"Computer Science Department, University of Eloued, Algeria","institution_ids":["https://openalex.org/I4210157185"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004545551","display_name":"Nedioui Mohamed Abdelhamid","orcid":null},"institutions":[{"id":"https://openalex.org/I4210157185","display_name":"University of Eloued","ror":"https://ror.org/05416s909","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210157185"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Nedioui Mohamed Abdelhamid","raw_affiliation_strings":["University of Eloued,Computer Science Department,Algeria","Computer Science Department, University of Eloued, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Eloued,Computer Science Department,Algeria","institution_ids":["https://openalex.org/I4210157185"]},{"raw_affiliation_string":"Computer Science Department, University of Eloued, Algeria","institution_ids":["https://openalex.org/I4210157185"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06978795,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9854000210762024,"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/T13038","display_name":"Internet of Things and AI","score":0.9785000085830688,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7862481474876404},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7604693174362183},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6767941117286682},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.63539057970047},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.615542471408844},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5888997316360474},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.535888135433197},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5234543681144714},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5111129879951477},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49156317114830017},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4715573787689209},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.43792349100112915},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.42083388566970825},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3819039463996887},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.34293892979621887},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.34214144945144653},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.13287067413330078},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08084142208099365}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7862481474876404},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7604693174362183},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6767941117286682},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.63539057970047},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.615542471408844},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5888997316360474},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.535888135433197},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5234543681144714},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5111129879951477},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49156317114830017},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4715573787689209},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.43792349100112915},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.42083388566970825},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3819039463996887},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34293892979621887},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34214144945144653},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.13287067413330078},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08084142208099365},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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":1,"locations":[{"id":"doi:10.1109/pais62114.2024.10541283","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pais62114.2024.10541283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Pattern Analysis and Intelligent Systems (PAIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2250033699","https://openalex.org/W2397723600","https://openalex.org/W2519181840","https://openalex.org/W2593548754","https://openalex.org/W2743414833","https://openalex.org/W2751049114","https://openalex.org/W2772616374","https://openalex.org/W2893712939","https://openalex.org/W2904773330","https://openalex.org/W2945235903","https://openalex.org/W2989512989","https://openalex.org/W3007177681","https://openalex.org/W3007212997","https://openalex.org/W3013238231","https://openalex.org/W3013554400","https://openalex.org/W3016022677","https://openalex.org/W3021951958","https://openalex.org/W3025588465","https://openalex.org/W4285239563"],"related_works":["https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W4224941037","https://openalex.org/W2004826645","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Heart":[0],"diseases":[1],"are":[2,118],"a":[3,17,38,82,94],"major":[4],"cause":[5],"of":[6,13,32,77,103,113,128,176,185,200,221],"death":[7],"among":[8],"humans,":[9],"and":[10,67,81,87,110,124,142,164,169,197],"early":[11],"detection":[12],"such":[14],"conditions":[15],"plays":[16],"crucial":[18],"role":[19],"in":[20,29,51],"saving":[21],"many":[22],"lives.":[23],"Due":[24],"to":[25,63,85,99,120],"technological":[26],"advances,":[27],"especially":[28,50],"the":[30,97,108,116,131,174,177,183,186,206,219,222],"field":[31],"health":[33,39],"care,":[34],"we":[35],"have":[36],"created":[37],"care":[40],"system":[41],"aimed":[42],"at":[43,115],"detecting":[44],"heart":[45,48],"diseases,":[46],"including":[47],"attacks,":[49],"remote":[52,132],"areas.":[53],"Our":[54,149,214],"approach":[55],"involves":[56],"working":[57],"within":[58],"an":[59,146],"edge":[60,117],"computing":[61],"environment":[62],"mitigate":[64],"network":[65],"issues":[66],"ensure":[68],"real-time":[69],"performance.":[70],"This":[71,134],"is":[72],"achieved":[73],"by":[74],"integrating":[75],"Internet":[76,147],"Things":[78],"(IoT)":[79],"devices":[80,114],"local":[83],"server":[84],"store":[86],"archive":[88],"information":[89],"locally,":[90],"while":[91],"also":[92],"establishing":[93],"connection":[95],"with":[96,173,205],"cloud":[98],"process":[100],"broad":[101],"sets":[102],"data.":[104],"It":[105],"ensures":[106],"that":[107],"computational":[109],"processing":[111,230],"capabilities":[112],"used":[119],"carry":[121],"out":[122],"training":[123,195],"prediction":[125,198,209],"operations":[126],"instead":[127],"relying":[129],"on":[130,145,152,217],"cloud.":[133],"allows":[135],"for":[136],"improved":[137],"application":[138],"responsiveness,":[139],"privacy":[140],"preservation,":[141],"reduced":[143],"reliance":[144],"connection.":[148],"study":[150],"focuses":[151,216],"three":[153],"different":[154],"machine":[155],"learning":[156],"algorithms":[157],"(K-Nearest":[158],"Neighbor":[159],"(KNN),":[160],"Random":[161,187],"Forest":[162,188],"algorithm,":[163],"Support":[165],"Vector":[166],"Machine":[167],"(SVM))":[168],"compares":[170],"their":[171,229],"results":[172,181],"output":[175],"model":[178,191],"used.":[179],"The":[180],"showed":[182],"superiority":[184],"algorithm":[189],"through":[190],"accuracy":[192],"and\u2026":[193],"faster":[194],"performance":[196],"time":[199],"less":[201],"than":[202],"42":[203],"seconds,":[204],"highest":[207],"correct":[208],"percentage":[210],"reaching":[211],"90":[212],"percent.":[213],"work":[215],"evaluating":[218,228],"effectiveness":[220],"proposed":[223],"models":[224],"as":[225,227],"well":[226],"time.":[231]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}