{"id":"https://openalex.org/W4408337514","doi":"https://doi.org/10.1016/j.procs.2025.02.113","title":"The COVID-19 Influence on the European Countries\u2019 E-commerce: Case of Online Consumer Electronics across Generations X and Y Using Fuzzy C-means Cluster","display_name":"The COVID-19 Influence on the European Countries\u2019 E-commerce: Case of Online Consumer Electronics across Generations X and Y Using Fuzzy C-means Cluster","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408337514","doi":"https://doi.org/10.1016/j.procs.2025.02.113"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2025.02.113","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.02.113","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2025.02.113","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090409061","display_name":"I Jaji\u0107","orcid":"https://orcid.org/0000-0002-5081-3531"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":true,"raw_author_name":"Ivan Jaji\u0107","raw_affiliation_strings":["University of Zagreb, Faculty of Economics and Business, Trg J.F.Kennedyja 6, 10 000 Zagreb, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zagreb, Faculty of Economics and Business, Trg J.F.Kennedyja 6, 10 000 Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084275708","display_name":"Mirjana Peji\u0107 Bach","orcid":"https://orcid.org/0000-0003-3899-6707"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Mirjana Peji\u0107 Bach","raw_affiliation_strings":["University of Zagreb, Faculty of Economics and Business, Trg J.F.Kennedyja 6, 10 000 Zagreb, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zagreb, Faculty of Economics and Business, Trg J.F.Kennedyja 6, 10 000 Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063086971","display_name":"Tomislav Herceg","orcid":"https://orcid.org/0000-0001-8869-6775"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Tomislav Herceg","raw_affiliation_strings":["University of Zagreb, Faculty of Economics and Business, Trg J.F.Kennedyja 6, 10 000 Zagreb, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Zagreb, Faculty of Economics and Business, Trg J.F.Kennedyja 6, 10 000 Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5090409061"],"corresponding_institution_ids":["https://openalex.org/I181343428"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"256","issue":null,"first_page":"206","last_page":"213"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11536","display_name":"Consumer Retail Behavior Studies","score":0.9635999798774719,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11536","display_name":"Consumer Retail Behavior Studies","score":0.9635999798774719,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11711","display_name":"COVID-19 Pandemic Impacts","score":0.9437000155448914,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.902999997138977,"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/computer-science","display_name":"Computer science","score":0.7391682267189026},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.6776025295257568},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.6375342607498169},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.57403963804245},{"id":"https://openalex.org/keywords/e-commerce","display_name":"E-commerce","score":0.5661365985870361},{"id":"https://openalex.org/keywords/electronics","display_name":"Electronics","score":0.548976480960846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28491783142089844},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2372373640537262},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.14225387573242188},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10461530089378357},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07898971438407898}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7391682267189026},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.6776025295257568},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.6375342607498169},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.57403963804245},{"id":"https://openalex.org/C78597825","wikidata":"https://www.wikidata.org/wiki/Q484847","display_name":"E-commerce","level":2,"score":0.5661365985870361},{"id":"https://openalex.org/C138331895","wikidata":"https://www.wikidata.org/wiki/Q11650","display_name":"Electronics","level":2,"score":0.548976480960846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28491783142089844},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2372373640537262},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.14225387573242188},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10461530089378357},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07898971438407898},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2025.02.113","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.02.113","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2025.02.113","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2025.02.113","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1993439287","https://openalex.org/W2053186076","https://openalex.org/W2113076747","https://openalex.org/W2587270045","https://openalex.org/W2752363677","https://openalex.org/W2989747508","https://openalex.org/W2990958511","https://openalex.org/W2999565413","https://openalex.org/W2999695592","https://openalex.org/W3031733681","https://openalex.org/W3035686316","https://openalex.org/W3107425167","https://openalex.org/W3110570242","https://openalex.org/W3123139575","https://openalex.org/W3137773392","https://openalex.org/W4200019365","https://openalex.org/W4212940463","https://openalex.org/W4280500493","https://openalex.org/W4280611360","https://openalex.org/W4281715063","https://openalex.org/W4296050541","https://openalex.org/W4296136987","https://openalex.org/W4297792658","https://openalex.org/W4321095455","https://openalex.org/W4328129828"],"related_works":["https://openalex.org/W4205698903","https://openalex.org/W4400613637","https://openalex.org/W4294968941","https://openalex.org/W4283819461","https://openalex.org/W4390279739","https://openalex.org/W4205413867","https://openalex.org/W3179695362","https://openalex.org/W4394620624","https://openalex.org/W3177646415","https://openalex.org/W597037087"],"abstract_inverted_index":{"E-commerce":[0],"has":[1],"experienced":[2],"significant":[3,103],"growth":[4],"in":[5,8,20,41,71,77,81,105,111,143,157,201,219,225],"European":[6,28,63],"countries":[7,29,121,153,164,183],"recent":[9],"years,":[10,186,239],"driven":[11],"by":[12],"COVID-19":[13,59],"pandemic.":[14],"This":[15],"study":[16],"examines":[17],"the":[18,31,36,39,46,58,108,130,141,152,155,161,195,255,265,269],"alterations":[19],"online":[21,51,78,125,144,158,251],"consumer":[22,49,84,230],"electronics":[23,50,85,231],"shopping":[24,52,79,145,159],"patterns":[25],"across":[26],"35":[27],"during":[30,57],"year":[32,42],"2021":[33,82],"compared":[34],"to":[35,45,119,123,137,140,170,193],"period":[37,61],"before":[38,55],"pandemic,":[40],"2018.":[43],"According":[44],"research":[47,203],"findings,":[48],"behaviour":[53,80,146],"varies":[54],"and":[56,93,179,191,198,215,232,241,263],"pandemic":[60],"among":[62,261],"countries.":[64,148],"However,":[65],"this":[66,87],"trend":[67],"was":[68,117,165],"more":[69],"present":[70],"Generation":[72,97],"Y,":[73],"suggesting":[74],"a":[75,102,177,233],"surge":[76],"for":[83,86],"group":[88],"of":[89,107,132,147,151,182,236,258,268],"customers,":[90],"both":[91,185],"males":[92],"females.":[94],"In":[95],"contrast,":[96],"X":[98],"did":[99],"not":[100],"exhibit":[101],"increase":[104,156],"any":[106],"examined":[109],"categories":[110],"2021.The":[112],"Fuzzy":[113],"C-means":[114],"clustering":[115],"algorithm":[116],"employed":[118],"categorise":[120],"according":[122],"their":[124,168],"buying":[126],"patterns,":[127],"revealing":[128],"that":[129,207,244],"number":[131],"clusters":[133],"increased":[134],"from":[135],"2018":[136,240],"2021,":[138,242],"due":[139],"changes":[142],"Although":[149],"most":[150],"exhibits":[154],"behaviour,":[160],"difference":[162],"between":[163],"significant,":[166],"impacting":[167],"allocation":[169],"different":[171],"clusters.":[172],"Only":[173],"one":[174],"cluster":[175],"exhibited":[176],"consistent":[178],"uniform":[180],"structure":[181],"over":[184],"with":[187,212],"Austria,":[188],"Belgium,":[189],"Luxembourg,":[190],"Germany":[192],"bridge":[194],"digital":[196,213],"divide":[197],"boost":[199],"e-commerce":[200,270],"Europe,":[202],"implications":[204],"prioritize":[205],"initiatives":[206],"would":[208],"equip":[209],"older":[210],"generations":[211],"skills":[214],"expand":[216],"internet":[217],"access":[218],"underserved":[220],"areas.":[221],"Research":[222],"limitations":[223],"arise":[224],"its":[226],"narrow":[227],"focus":[228],"on":[229],"restricted":[234],"timeframe":[235],"only":[237],"two":[238],"indicating":[243],"potential":[245],"future":[246],"studies":[247],"should":[248],"explore":[249],"wider":[250],"purchasing":[252],"areas,":[253],"analyse":[254],"root":[256],"causes":[257],"inequalities":[259],"observed":[260],"countries,":[262],"evaluate":[264],"long-term":[266],"sustainability":[267],"boom.":[271]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
