{"id":"https://openalex.org/W4388638220","doi":"https://doi.org/10.3390/info14110608","title":"Context-Aware Personalization: A Systems Engineering Framework","display_name":"Context-Aware Personalization: A Systems Engineering Framework","publication_year":2023,"publication_date":"2023-11-10","ids":{"openalex":"https://openalex.org/W4388638220","doi":"https://doi.org/10.3390/info14110608"},"language":"en","primary_location":{"id":"doi:10.3390/info14110608","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info14110608","pdf_url":"https://www.mdpi.com/2078-2489/14/11/608/pdf?version=1699617815","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/14/11/608/pdf?version=1699617815","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092794403","display_name":"Olurotimi Oguntola","orcid":"https://orcid.org/0000-0002-2755-827X"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Olurotimi Oguntola","raw_affiliation_strings":["Systems Engineering Department, Colorado State University, Fort Collins, CO 80523, USA"],"raw_orcid":"https://orcid.org/0000-0002-2755-827X","affiliations":[{"raw_affiliation_string":"Systems Engineering Department, Colorado State University, Fort Collins, CO 80523, USA","institution_ids":["https://openalex.org/I92446798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014767263","display_name":"Steve Simske","orcid":"https://orcid.org/0000-0002-6937-1956"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven Simske","raw_affiliation_strings":["Systems Engineering Department, Colorado State University, Fort Collins, CO 80523, USA"],"raw_orcid":"https://orcid.org/0000-0002-6937-1956","affiliations":[{"raw_affiliation_string":"Systems Engineering Department, Colorado State University, Fort Collins, CO 80523, USA","institution_ids":["https://openalex.org/I92446798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5092794403"],"corresponding_institution_ids":["https://openalex.org/I92446798"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":1.0145,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.76776635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"14","issue":"11","first_page":"608","last_page":"608"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14074","display_name":"Persona Design and Applications","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T14074","display_name":"Persona Design and Applications","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.982200026512146,"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"}},{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision 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":0.8058353662490845},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.8004487156867981},{"id":"https://openalex.org/keywords/persona","display_name":"Persona","score":0.626758873462677},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5471384525299072},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4563189148902893},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4515281915664673},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.43111518025398254},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.41325563192367554},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4052140414714813},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.353132963180542},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.26633697748184204}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8058353662490845},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8004487156867981},{"id":"https://openalex.org/C313442","wikidata":"https://www.wikidata.org/wiki/Q778556","display_name":"Persona","level":2,"score":0.626758873462677},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5471384525299072},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4563189148902893},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4515281915664673},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.43111518025398254},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.41325563192367554},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4052140414714813},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.353132963180542},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.26633697748184204},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info14110608","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info14110608","pdf_url":"https://www.mdpi.com/2078-2489/14/11/608/pdf?version=1699617815","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8a8a8e40e420493bbd14066381966b68","is_oa":true,"landing_page_url":"https://doaj.org/article/8a8a8e40e420493bbd14066381966b68","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information, Vol 14, Iss 11, p 608 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info14110608","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info14110608","pdf_url":"https://www.mdpi.com/2078-2489/14/11/608/pdf?version=1699617815","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388638220.pdf"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1565818272","https://openalex.org/W2018797353","https://openalex.org/W2050222548","https://openalex.org/W2051224630","https://openalex.org/W2064675550","https://openalex.org/W2073849744","https://openalex.org/W2085487226","https://openalex.org/W2097749765","https://openalex.org/W2098473270","https://openalex.org/W2127582504","https://openalex.org/W2138444337","https://openalex.org/W2141599568","https://openalex.org/W2408821405","https://openalex.org/W2579601083","https://openalex.org/W2586686153","https://openalex.org/W2592377938","https://openalex.org/W2625746539","https://openalex.org/W2730106296","https://openalex.org/W2747833218","https://openalex.org/W2770487168","https://openalex.org/W2781604186","https://openalex.org/W2801922753","https://openalex.org/W2884923433","https://openalex.org/W2890190959","https://openalex.org/W2895234141","https://openalex.org/W2901475805","https://openalex.org/W2908654642","https://openalex.org/W2944851425","https://openalex.org/W2963087041","https://openalex.org/W3011054152","https://openalex.org/W3043050175","https://openalex.org/W3092306916","https://openalex.org/W3094994081","https://openalex.org/W3098231197","https://openalex.org/W3113652921","https://openalex.org/W3113886269","https://openalex.org/W4244787281","https://openalex.org/W4245605774","https://openalex.org/W4248024827","https://openalex.org/W6633543148","https://openalex.org/W6714411735","https://openalex.org/W6753539793","https://openalex.org/W6758833558","https://openalex.org/W6784901676"],"related_works":["https://openalex.org/W2795366572","https://openalex.org/W2886588594","https://openalex.org/W3005214328","https://openalex.org/W2920961600","https://openalex.org/W3091061106","https://openalex.org/W4312802148","https://openalex.org/W2610743940","https://openalex.org/W4285553851","https://openalex.org/W4285550479","https://openalex.org/W1513171822"],"abstract_inverted_index":{"This":[0],"study":[1,220],"proposes":[2],"a":[3,6,140,166,201],"framework":[4,35,215],"for":[5,154],"systems":[7,41],"engineering-based":[8],"approach":[9],"to":[10,16,49,56,113,183,204],"context-aware":[11],"personalization,":[12],"which":[13],"is":[14,36,104,137,195,216],"applied":[15],"e-commerce":[17,145,213],"through":[18,221],"the":[19,57,70,75,81,88,133,155,179,222],"understanding":[20],"and":[21,32,38,72,77,87,93,118,175],"modeling":[22],"of":[23,74,83,90,95,132,151,211,225],"user":[24],"behavior":[25,79,121,199],"from":[26,172,197],"their":[27,61,65,78,91,96,124],"interactions":[28],"with":[29,165],"sales":[30],"channels":[31],"media.":[33],"The":[34,101,130,148,208],"practical":[37,209],"built":[39],"on":[40,60],"engineering":[42],"principles.":[43],"It":[44],"combines":[45],"three":[46],"conceptual":[47],"components":[48,68],"produce":[50],"signals":[51],"that":[52,142],"provide":[53],"content":[54],"relevant":[55],"users":[58,76,115],"based":[59],"behavior,":[62],"thus":[63],"enhancing":[64],"experience.":[66],"These":[67],"are":[69],"\u2018recognition":[71],"knowledge\u2019":[73],"(persona);":[80],"awareness":[82],"users\u2019":[84,134,205],"current":[85,135],"contexts;":[86],"comprehension":[89],"situation":[92],"projection":[94],"future":[97],"status":[98],"(intent":[99],"prediction).":[100],"persona":[102],"generator":[103],"implemented":[105],"by":[106,161],"leveraging":[107],"an":[108,127,184],"unsupervised":[109],"machine":[110],"learning":[111],"algorithm":[112],"assign":[114],"into":[116],"cohorts":[117],"learn":[119],"cohort":[120],"while":[122],"preserving":[123],"privacy":[125],"in":[126,218],"ethical":[128],"framework.":[129],"component":[131,158],"context":[136],"fulfilled":[138],"as":[139,178,200],"microservice":[141],"adopts":[143],"novel":[144],"data":[146],"interpretations.":[147],"best":[149],"result":[150],"97.3%":[152],"accuracy":[153],"intent":[156],"prediction":[157],"was":[159],"obtained":[160],"tokenizing":[162],"categorical":[163],"features":[164],"pre-trained":[167],"BERT":[168],"(bidirectional":[169],"encoder":[170],"representations":[171],"transformers)":[173],"model":[174],"passing":[176],"these,":[177],"contextual":[180],"embedding":[181],"input,":[182],"LSTM":[185],"(long":[186],"short-term":[187],"memory)":[188],"neural":[189],"network.":[190],"Paired":[191],"cohort-directed":[192],"prescriptive":[193],"action":[194],"generated":[196],"learned":[198],"recommended":[202],"alternative":[203],"shopping":[206],"steps.":[207],"implementation":[210],"this":[212,219],"personalization":[214],"demonstrated":[217],"empirical":[223],"evaluation":[224],"experimental":[226],"results.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
