{"id":"https://openalex.org/W3198387285","doi":"https://doi.org/10.4018/ijisss.2021100103","title":"Usage Data for Predicting User Trends and Behavioral Analysis in E-Commerce Applications","display_name":"Usage Data for Predicting User Trends and Behavioral Analysis in E-Commerce Applications","publication_year":2021,"publication_date":"2021-09-07","ids":{"openalex":"https://openalex.org/W3198387285","doi":"https://doi.org/10.4018/ijisss.2021100103","mag":"3198387285"},"language":"en","primary_location":{"id":"doi:10.4018/ijisss.2021100103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijisss.2021100103","pdf_url":null,"source":{"id":"https://openalex.org/S160826262","display_name":"International Journal of Information Systems in the Service Sector","issn_l":"1935-5688","issn":["1935-5688","1935-5696"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Systems in the Service Sector","raw_type":"journal-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/A5024350173","display_name":"V. Sathiyamoorthi","orcid":"https://orcid.org/0000-0002-7012-3941"},"institutions":[{"id":"https://openalex.org/I4387154438","display_name":"Dambi Dollo University","ror":"https://ror.org/00zvn8514","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154438"]}],"countries":["ET"],"is_corresponding":true,"raw_author_name":"Sathiyamoorthi V.","raw_affiliation_strings":["Dambi Dollo University, Ethiopia","Sona College of Technology, India"],"affiliations":[{"raw_affiliation_string":"Dambi Dollo University, Ethiopia","institution_ids":["https://openalex.org/I4387154438"]},{"raw_affiliation_string":"Sona College of Technology, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045863383","display_name":"T. Nadana Ravishankar","orcid":"https://orcid.org/0000-0002-9854-5150"},"institutions":[{"id":"https://openalex.org/I9523339","display_name":"National Institute of Technology Meghalaya","ror":"https://ror.org/020vd6n84","country_code":"IN","type":"education","lineage":["https://openalex.org/I9523339"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. Nadana Ravishankar","raw_affiliation_strings":["Veltech Hightech Dr. Rangarajan Dr. Sakunthala Engineering College, India"],"affiliations":[{"raw_affiliation_string":"Veltech Hightech Dr. Rangarajan Dr. Sakunthala Engineering College, India","institution_ids":["https://openalex.org/I9523339"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048221860","display_name":"A. K. Ilavarasi","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ilavarasi A. K.","raw_affiliation_strings":["Centre for Healthcare Advancement, Innovation and Research, Vellore Institute of Technology, Chennai, India"],"affiliations":[{"raw_affiliation_string":"Centre for Healthcare Advancement, Innovation and Research, Vellore Institute of Technology, Chennai, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074736662","display_name":"Sridhar Udayakumar","orcid":"https://orcid.org/0000-0002-8940-5367"},"institutions":[{"id":"https://openalex.org/I4387152899","display_name":"Mattu University","ror":"https://ror.org/01gcmye25","country_code":null,"type":"education","lineage":["https://openalex.org/I4387152899"]},{"id":"https://openalex.org/I4210088351","display_name":"Ethiopian Civil Service University","ror":"https://ror.org/00409ce90","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210088351"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Sridhar Udayakumar","raw_affiliation_strings":["Mettu University, Ethiopia"],"affiliations":[{"raw_affiliation_string":"Mettu University, Ethiopia","institution_ids":["https://openalex.org/I4210088351","https://openalex.org/I4387152899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061839650","display_name":"Karthikeyan Harimoorthy","orcid":null},"institutions":[{"id":"https://openalex.org/I48018076","display_name":"Christ University","ror":"https://ror.org/022tv9y30","country_code":"IN","type":"education","lineage":["https://openalex.org/I48018076"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Karthikeyan Harimoorthy","raw_affiliation_strings":["CHRIST University (Deemed), India"],"affiliations":[{"raw_affiliation_string":"CHRIST University (Deemed), India","institution_ids":["https://openalex.org/I48018076"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053100506","display_name":"N. Jayapandian","orcid":null},"institutions":[{"id":"https://openalex.org/I48018076","display_name":"Christ University","ror":"https://ror.org/022tv9y30","country_code":"IN","type":"education","lineage":["https://openalex.org/I48018076"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jayapandian N.","raw_affiliation_strings":["Christ University (Deemed), India"],"affiliations":[{"raw_affiliation_string":"Christ University (Deemed), India","institution_ids":["https://openalex.org/I48018076"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059736080","display_name":"V. Saravanan","orcid":null},"institutions":[{"id":"https://openalex.org/I4387154438","display_name":"Dambi Dollo University","ror":"https://ror.org/00zvn8514","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154438"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Saravanan V.","raw_affiliation_strings":["Dambi Dollo University, Ethiopia","Sona College of Technology, India"],"affiliations":[{"raw_affiliation_string":"Dambi Dollo University, Ethiopia","institution_ids":["https://openalex.org/I4387154438"]},{"raw_affiliation_string":"Sona College of Technology, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5024350173"],"corresponding_institution_ids":["https://openalex.org/I4387154438"],"apc_list":null,"apc_paid":null,"fwci":1.7031,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.87690287,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":"4","first_page":"40","last_page":"61"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9984999895095825,"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/T11478","display_name":"Caching and Content Delivery","score":0.9940999746322632,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.98580002784729,"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/commodity","display_name":"Commodity","score":0.6588171720504761},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6435450315475464},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.6394104957580566},{"id":"https://openalex.org/keywords/e-commerce","display_name":"E-commerce","score":0.6138541102409363},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.583268940448761},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.5307880640029907},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.45502927899360657},{"id":"https://openalex.org/keywords/goods-and-services","display_name":"Goods and services","score":0.4489625096321106},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4330664277076721},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4175950288772583},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.39210382103919983},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3576672077178955},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15046530961990356},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1167595386505127},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.08586478233337402}],"concepts":[{"id":"https://openalex.org/C2779439359","wikidata":"https://www.wikidata.org/wiki/Q317088","display_name":"Commodity","level":2,"score":0.6588171720504761},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6435450315475464},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.6394104957580566},{"id":"https://openalex.org/C78597825","wikidata":"https://www.wikidata.org/wiki/Q484847","display_name":"E-commerce","level":2,"score":0.6138541102409363},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.583268940448761},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.5307880640029907},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.45502927899360657},{"id":"https://openalex.org/C187452473","wikidata":"https://www.wikidata.org/wiki/Q2897903","display_name":"Goods and services","level":2,"score":0.4489625096321106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4330664277076721},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4175950288772583},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.39210382103919983},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3576672077178955},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15046530961990356},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1167595386505127},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.08586478233337402},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijisss.2021100103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijisss.2021100103","pdf_url":null,"source":{"id":"https://openalex.org/S160826262","display_name":"International Journal of Information Systems in the Service Sector","issn_l":"1935-5688","issn":["1935-5688","1935-5696"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information Systems in the Service Sector","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jisss0:v:13:y:2021:i:4:p:40-61","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJISSS.2021100103","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.46000000834465027,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W134558551","https://openalex.org/W1181528786","https://openalex.org/W1593088422","https://openalex.org/W1971732258","https://openalex.org/W1978690967","https://openalex.org/W1993568353","https://openalex.org/W2024888488","https://openalex.org/W2063771604","https://openalex.org/W2066128925","https://openalex.org/W2074678568","https://openalex.org/W2080950999","https://openalex.org/W2098162950","https://openalex.org/W2111508059","https://openalex.org/W2116514148","https://openalex.org/W2160042131","https://openalex.org/W2416799949","https://openalex.org/W2470485274","https://openalex.org/W2562596959","https://openalex.org/W2765799539","https://openalex.org/W2767592087","https://openalex.org/W2780743836","https://openalex.org/W2804451991","https://openalex.org/W2896505597","https://openalex.org/W2947375704","https://openalex.org/W3008987849","https://openalex.org/W3148708078"],"related_works":["https://openalex.org/W2372919335","https://openalex.org/W2065457896","https://openalex.org/W3200593740","https://openalex.org/W3173234801","https://openalex.org/W2167984027","https://openalex.org/W2354030279","https://openalex.org/W3021302227","https://openalex.org/W10630519","https://openalex.org/W1919377569","https://openalex.org/W2909105521"],"abstract_inverted_index":{"Reviewing":[0],"and":[1,67,103,124],"buying":[2],"the":[3,22,40,74,88,106,122],"right":[4],"goods":[5,20],"from":[6],"online":[7,58],"websites":[8,60],"is":[9,30,53],"growing":[10],"day":[11,13],"by":[12],"in":[14,21,98,104,129],"today's":[15],"fast":[16],"internet":[17],"environment.":[18],"Numerous":[19],"same":[23],"label":[24],"are":[25],"available":[26],"to":[27,37,61,84,109],"consumers.":[28,110],"It":[29],"thus":[31],"a":[32,44,78,95],"difficult":[33],"job":[34],"for":[35,55,120],"consumers":[36],"pick":[38],"up":[39],"correct":[41],"commodity":[42],"at":[43],"decent":[45],"price":[46],"under":[47],"different":[48],"market":[49],"conditions.":[50],"Therefore,":[51],"it":[52],"important":[54],"owners":[56],"of":[57,81,127],"shopping":[59],"better":[62,69],"understand":[63],"their":[64],"customers'":[65],"needs":[66],"offer":[68],"services.":[70],"For":[71],"these":[72],"reasons,":[73],"access":[75,91,101],"log":[76,92],"documented":[77],"vast":[79],"amount":[80],"data":[82],"related":[83],"user":[85,100],"interactions":[86],"with":[87],"websites.":[89,131],"This":[90,111],"therefore":[93,114],"plays":[94],"key":[96],"role":[97],"predicting":[99],"trends":[102],"recommending":[105],"best":[107],"product":[108],"research":[112],"work":[113],"focuses":[115],"on":[116],"one":[117],"such":[118],"methodology":[119],"evaluating":[121],"pattern":[123],"behavioral":[125],"analysis":[126],"users":[128],"e-commerce":[130]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}