{"id":"https://openalex.org/W2984047724","doi":"https://doi.org/10.1109/iisa.2019.8900722","title":"Adaptive e-learning interactions using dynamic clustering of learners\u2019 characteristics","display_name":"Adaptive e-learning interactions using dynamic clustering of learners\u2019 characteristics","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2984047724","doi":"https://doi.org/10.1109/iisa.2019.8900722","mag":"2984047724"},"language":"en","primary_location":{"id":"doi:10.1109/iisa.2019.8900722","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa.2019.8900722","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA)","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/A5068272767","display_name":"Christos Troussas","orcid":"https://orcid.org/0000-0002-9604-2015"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos Troussas","raw_affiliation_strings":["University of Piraeus,Department of Informatics,Piraeus,Greece","Department of Informatics, University of Piraeus, Piraeus, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Piraeus,Department of Informatics,Piraeus,Greece","institution_ids":["https://openalex.org/I154757721"]},{"raw_affiliation_string":"Department of Informatics, University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030337643","display_name":"Akrivi Krouska","orcid":"https://orcid.org/0000-0002-8620-5255"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Akrivi Krouska","raw_affiliation_strings":["University of Piraeus,Department of Informatics,Piraeus,Greece","Department of Informatics, University of Piraeus, Piraeus, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Piraeus,Department of Informatics,Piraeus,Greece","institution_ids":["https://openalex.org/I154757721"]},{"raw_affiliation_string":"Department of Informatics, University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057523671","display_name":"Maria Virvou","orcid":"https://orcid.org/0000-0002-4008-4654"},"institutions":[{"id":"https://openalex.org/I154757721","display_name":"University of Piraeus","ror":"https://ror.org/02qs84g94","country_code":"GR","type":"education","lineage":["https://openalex.org/I154757721"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Maria Virvou","raw_affiliation_strings":["University of Piraeus,Department of Informatics,Piraeus,Greece","Department of Informatics, University of Piraeus, Piraeus, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Piraeus,Department of Informatics,Piraeus,Greece","institution_ids":["https://openalex.org/I154757721"]},{"raw_affiliation_string":"Department of Informatics, University of Piraeus, Piraeus, Greece","institution_ids":["https://openalex.org/I154757721"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154757721"],"apc_list":null,"apc_paid":null,"fwci":2.0017,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.86977935,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10162","display_name":"Online and Blended Learning","score":0.9858999848365784,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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":0.7830955982208252},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7603641748428345},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.5463226437568665},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5153557658195496},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.5133103728294373},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5086079835891724},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.5030223727226257},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4281390607357025},{"id":"https://openalex.org/keywords/e-learning","display_name":"E learning","score":0.4183824360370636},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29721808433532715},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2542541027069092}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7830955982208252},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7603641748428345},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.5463226437568665},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5153557658195496},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.5133103728294373},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5086079835891724},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.5030223727226257},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4281390607357025},{"id":"https://openalex.org/C2984567223","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"E learning","level":3,"score":0.4183824360370636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29721808433532715},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2542541027069092},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iisa.2019.8900722","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa.2019.8900722","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2091300140","https://openalex.org/W2345282486","https://openalex.org/W2526205427","https://openalex.org/W2566084804","https://openalex.org/W2757021912","https://openalex.org/W2780493198","https://openalex.org/W2786135718","https://openalex.org/W2790154353","https://openalex.org/W2800603885","https://openalex.org/W2802724776","https://openalex.org/W2808712987","https://openalex.org/W2895633334","https://openalex.org/W2915613419","https://openalex.org/W2919544920","https://openalex.org/W2942199462"],"related_works":["https://openalex.org/W2883256816","https://openalex.org/W2171408034","https://openalex.org/W3003320923","https://openalex.org/W2106140982","https://openalex.org/W2085403742","https://openalex.org/W2758154353","https://openalex.org/W2365512005","https://openalex.org/W2178898661","https://openalex.org/W2783096168","https://openalex.org/W2298286940"],"abstract_inverted_index":{"The":[0,143],"proliferation":[1],"of":[2,13,16,38,51,61,69,75,90,171],"Internet":[3],"technologies":[4],"has":[5],"rendered":[6],"education":[7],"available":[8],"to":[9,21,31,92,115,128],"a":[10,45,73,168],"vast":[11],"majority":[12],"people,":[14],"irrespective":[15],"their":[17],"place,":[18],"giving":[19],"birth":[20],"e-learning.":[22],"As":[23,72],"such,":[24],"learners,":[25],"sharing":[26],"different":[27],"characteristics,":[28,103],"have":[29,79],"access":[30],"the":[32,36,52,66,123,152],"learning":[33,47,67,165],"material.":[34],"In":[35,49],"light":[37],"recent":[39],"developments,":[40],"educational":[41],"software":[42],"should":[43],"offer":[44,161],"student-centered":[46],"experience.":[48],"view":[50],"above,":[53],"this":[54],"paper":[55],"presents":[56],"artificial":[57],"intelligence":[58],"dynamic":[59,121],"clustering":[60,97],"learners'":[62],"characteristics":[63],"for":[64,86,130,135],"preserving":[65],"pace":[68],"each":[70],"student.":[71],"testbed":[74],"our":[76],"research,":[77],"we":[78],"designed":[80],"and":[81,108,141,151,163],"implemented":[82],"an":[83,148],"adaptive":[84,164],"system":[85,124,144],"providing":[87],"individualized":[88,126,162],"tutoring":[89],"mathematics":[91],"elementary":[93],"school":[94],"students.":[95],"Dynamic":[96],"takes":[98],"as":[99],"input":[100],"several":[101],"students'":[102],"namely":[104],"pre-existing":[105],"knowledge,":[106],"current":[107],"previous":[109],"knowledge":[110,132,139],"level,":[111],"etc.,":[112],"in":[113],"order":[114],"construct":[116],"homogeneous":[117],"student":[118],"clusters.":[119],"Through":[120],"clustering,":[122],"provides":[125],"hints":[127],"students":[129],"improving":[131],"acquisition,":[133],"recommendation":[134],"group":[136],"collaboration,":[137],"domain":[138],"delivery":[140],"trophies.":[142],"was":[145],"evaluated":[146],"using":[147],"established":[149],"framework":[150],"results":[153],"show":[154],"that":[155],"its":[156],"incorporated":[157],"intelligent":[158],"techniques":[159],"can":[160],"while":[166],"retaining":[167],"high":[169],"level":[170],"pedagogical":[172],"affordance.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}