{"id":"https://openalex.org/W4226166199","doi":"https://doi.org/10.4236/jcc.2022.104004","title":"Fighting against COVID-19: Who Failed and Who Succeeded?","display_name":"Fighting against COVID-19: Who Failed and Who Succeeded?","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4226166199","doi":"https://doi.org/10.4236/jcc.2022.104004"},"language":"en","primary_location":{"id":"doi:10.4236/jcc.2022.104004","doi":"https://doi.org/10.4236/jcc.2022.104004","is_oa":true,"landing_page_url":"https://doi.org/10.4236/jcc.2022.104004","pdf_url":"http://www.scirp.org/journal/PaperDownload.aspx?paperID=116555","source":{"id":"https://openalex.org/S4210198603","display_name":"Journal of Computer and Communications","issn_l":"2327-5219","issn":["2327-5219","2327-5227"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320480","host_organization_name":"Scientific Research Publishing","host_organization_lineage":["https://openalex.org/P4310320480"],"host_organization_lineage_names":["Scientific Research Publishing"],"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 Computer and Communications","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.scirp.org/journal/PaperDownload.aspx?paperID=116555","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013436831","display_name":"Hussein Baalbaki","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Hussein Baalbaki","raw_affiliation_strings":["Faculty of Sciences, Lebanese University, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, Lebanese University, Beirut, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005132068","display_name":"Hassan Harb","orcid":"https://orcid.org/0000-0003-3066-9189","observed_orcids":["https://orcid.org/0000-0003-3066-9189","https://orcid.org/0000-0002-0601-8901"]},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Hassan Harb","raw_affiliation_strings":["Faculty of Sciences, Lebanese University, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, Lebanese University, Beirut, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033859204","display_name":"Ali H. Jaber","orcid":"https://orcid.org/0000-0002-6976-133X","observed_orcids":["https://orcid.org/0000-0002-6976-133X"]},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Ali Jaber","raw_affiliation_strings":["Faculty of Sciences, Lebanese University, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, Lebanese University, Beirut, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040170300","display_name":"Chamseddine Zaki","orcid":"https://orcid.org/0000-0002-9232-3901","observed_orcids":["https://orcid.org/0000-0002-9232-3901"]},"institutions":[{"id":"https://openalex.org/I2803079837","display_name":"American University of the Middle East","ror":"https://ror.org/02gqgne03","country_code":"KW","type":"education","lineage":["https://openalex.org/I2803079837"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Chamseddine Zaki","raw_affiliation_strings":["College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Technology, American University of the Middle East, Egaila, Kuwait","institution_ids":["https://openalex.org/I2803079837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020365284","display_name":"Chady Abou Jaoude","orcid":"https://orcid.org/0000-0002-5760-3182","observed_orcids":["https://orcid.org/0000-0002-5760-3182"]},"institutions":[{"id":"https://openalex.org/I20307877","display_name":"Antonine University","ror":"https://ror.org/03gc39678","country_code":"LB","type":"education","lineage":["https://openalex.org/I20307877"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Chady Abou Jaoude","raw_affiliation_strings":["Ticket Lab, Faculty of Engineering, Antonine University, Baabda, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ticket Lab, Faculty of Engineering, Antonine University, Baabda, Lebanon","institution_ids":["https://openalex.org/I20307877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006057049","display_name":"Kifah R. Tout","orcid":"https://orcid.org/0000-0001-8868-9866","observed_orcids":["https://orcid.org/0000-0001-8868-9866"]},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Kifah Tout","raw_affiliation_strings":["Faculty of Sciences, Lebanese University, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, Lebanese University, Beirut, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073152362","display_name":"Layla Tannoury","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I160368002","display_name":"Lebanese University","ror":"https://ror.org/05x6qnc69","country_code":"LB","type":"education","lineage":["https://openalex.org/I160368002"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Layla Tannoury","raw_affiliation_strings":["Faculty of Business Administration and Economics, Lebanese University, Rashaya, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business Administration and Economics, Lebanese University, Rashaya, Lebanon","institution_ids":["https://openalex.org/I160368002"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9359,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68801733,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"10","issue":"04","first_page":"32","last_page":"50"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10410","display_name":"COVID-19 epidemiological studies","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.0006000000284984708,"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"}},{"id":"https://openalex.org/T13032","display_name":"COVID-19 Prevention and Impact","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/covid-19","display_name":"COVID-19 pandemic","score":0.9789999723434448},{"id":"https://openalex.org/keywords/pandemic-response","display_name":"pandemic response","score":0.5170000195503235},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.8830000162124634},{"id":"https://openalex.org/keywords/prophets","display_name":"prophets","score":0.9340000152587891},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.49799999594688416}],"concepts":[{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.8234677910804749},{"id":"https://openalex.org/C116675565","wikidata":"https://www.wikidata.org/wiki/Q3241045","display_name":"Outbreak","level":2,"score":0.6883219480514526},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6339539289474487},{"id":"https://openalex.org/C3006700255","wikidata":"https://www.wikidata.org/wiki/Q81068910","display_name":"2019-20 coronavirus outbreak","level":3,"score":0.5624454617500305},{"id":"https://openalex.org/C3007834351","wikidata":"https://www.wikidata.org/wiki/Q82069695","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","level":5,"score":0.5619001984596252},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5424715876579285},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.498248815536499},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.43742966651916504},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4276480972766876},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3537026345729828},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3474887013435364},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33713531494140625},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.22004622220993042},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17758262157440186},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1443423628807068},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.13867077231407166},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.10547089576721191},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.08954688906669617},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4236/jcc.2022.104004","doi":"https://doi.org/10.4236/jcc.2022.104004","is_oa":true,"landing_page_url":"https://doi.org/10.4236/jcc.2022.104004","pdf_url":"http://www.scirp.org/journal/PaperDownload.aspx?paperID=116555","source":{"id":"https://openalex.org/S4210198603","display_name":"Journal of Computer and Communications","issn_l":"2327-5219","issn":["2327-5219","2327-5227"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320480","host_organization_name":"Scientific Research Publishing","host_organization_lineage":["https://openalex.org/P4310320480"],"host_organization_lineage_names":["Scientific Research Publishing"],"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 Computer and Communications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.4236/jcc.2022.104004","doi":"https://doi.org/10.4236/jcc.2022.104004","is_oa":true,"landing_page_url":"https://doi.org/10.4236/jcc.2022.104004","pdf_url":"http://www.scirp.org/journal/PaperDownload.aspx?paperID=116555","source":{"id":"https://openalex.org/S4210198603","display_name":"Journal of Computer and Communications","issn_l":"2327-5219","issn":["2327-5219","2327-5227"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320480","host_organization_name":"Scientific Research Publishing","host_organization_lineage":["https://openalex.org/P4310320480"],"host_organization_lineage_names":["Scientific Research Publishing"],"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 Computer and Communications","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5683000087738037,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4226166199.pdf","grobid_xml":"https://content.openalex.org/works/W4226166199.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2299467264","https://openalex.org/W2798643531","https://openalex.org/W2957759025","https://openalex.org/W2964121744","https://openalex.org/W3003372411","https://openalex.org/W3013289760","https://openalex.org/W3015460309","https://openalex.org/W3021303430","https://openalex.org/W3023618360","https://openalex.org/W3030419021","https://openalex.org/W3032255791","https://openalex.org/W3046978353","https://openalex.org/W3047372469","https://openalex.org/W3048858177","https://openalex.org/W3134747312","https://openalex.org/W4245639997","https://openalex.org/W6600223117"],"related_works":["https://openalex.org/W3159340681","https://openalex.org/W3134240351","https://openalex.org/W3187615414","https://openalex.org/W3193374318","https://openalex.org/W3135323521","https://openalex.org/W4388110945","https://openalex.org/W3212962440","https://openalex.org/W3182525007","https://openalex.org/W4205677352","https://openalex.org/W3134166401"],"abstract_inverted_index":{"Recently,":[0],"governments":[1],"and":[2,61,78,114,119,142],"public":[3],"authorities":[4],"in":[5,26,36,136],"most":[6],"countries":[7,23,38,92],"had":[8],"to":[9,41,59,90],"face":[10],"the":[11,28,34,63,104,126,132],"outbreak":[12,35],"of":[13,19,30,65,74,96,112,134,138],"COVID-19":[14,66,97],"by":[15,107,129],"adopting":[16],"a":[17,84],"set":[18],"policies.":[20],"Consequently,":[21],"some":[22],"have":[24],"succeeded":[25],"minimizing":[27],"number":[29],"confirmed":[31],"cases":[32],"while":[33],"other":[37],"has":[39],"led":[40],"their":[42],"healthcare":[43],"systems":[44],"breakdown.":[45],"In":[46],"this":[47],"work,":[48],"we":[49],"introduce":[50],"an":[51],"efficient":[52],"framework":[53],"called":[54,87],"COMAP":[55,72,135],"(COrona":[56],"MAP),":[57],"aiming":[58],"study":[60],"predict":[62],"behavior":[64,95],"based":[67],"on":[68,125],"deep":[69],"learning":[70],"techniques.":[71],"consists":[73],"two":[75,109],"stages:":[76],"clustering":[77,141],"prediction.":[79],"The":[80,100,122],"first":[81],"stage":[82,102],"proposes":[83],"new":[85],"algorithm":[86],"Co-means,":[88],"allowing":[89],"group":[91],"having":[93],"similar":[94],"into":[98],"clusters.":[99],"second":[101],"predicts":[103],"outbreak\u2019s":[105],"growth":[106],"introducing":[108],"adopted":[110],"versions":[111],"LSTM":[113],"Prophet":[115],"applied":[116],"at":[117],"country":[118],"continent":[120],"scales.":[121],"simulations":[123],"conducted":[124],"data":[127],"collected":[128],"WHO":[130],"demonstrated":[131],"efficiency":[133],"terms":[137],"returning":[139],"accurate":[140],"predictions.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-05-05T00:00:00"}
