{"id":"https://openalex.org/W4408420254","doi":"https://doi.org/10.1007/s00521-025-11018-7","title":"Introducing the Hyperdynamic Adaptive Learning Fusion (HALF) model for superior predictive analytics in E-learning","display_name":"Introducing the Hyperdynamic Adaptive Learning Fusion (HALF) model for superior predictive analytics in E-learning","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408420254","doi":"https://doi.org/10.1007/s00521-025-11018-7"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-025-11018-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11018-7","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1007/s00521-025-11018-7.","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008940590","display_name":"Umar Islam","orcid":"https://orcid.org/0000-0001-9030-1277"},"institutions":[{"id":"https://openalex.org/I3130537802","display_name":"Iqra National University","ror":"https://ror.org/0254sa076","country_code":"PK","type":"education","lineage":["https://openalex.org/I3130537802"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Umar Islam","raw_affiliation_strings":["Department of Computer Science, IQRA National University, Swat Campus, Peshawar, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, IQRA National University, Swat Campus, Peshawar, Pakistan","institution_ids":["https://openalex.org/I3130537802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093536578","display_name":"Ibrahim Khalil Alali","orcid":null},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ibrahim Khalil Alali","raw_affiliation_strings":["Department of Instructional Technology, Jouf University, Sakaka, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Instructional Technology, Jouf University, Sakaka, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023982113","display_name":"Shoayee Dlaim Alotaibi","orcid":"https://orcid.org/0000-0002-8891-6421"},"institutions":[{"id":"https://openalex.org/I4210088963","display_name":"University of Ha'il","ror":"https://ror.org/013w98a82","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210088963"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shoayee Dlaim Alotaibi","raw_affiliation_strings":["Department of Artificial Intelligence and Data Science, University of Hail, Hail, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence and Data Science, University of Hail, Hail, Saudi Arabia","institution_ids":["https://openalex.org/I4210088963"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000474094","display_name":"Zaid Alzaid","orcid":"https://orcid.org/0000-0002-6208-6140"},"institutions":[{"id":"https://openalex.org/I4210151290","display_name":"Islamic University of Madinah","ror":"https://ror.org/03rcp1y74","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210151290"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Zaid Alzaid","raw_affiliation_strings":["Faculty of Computer Science and Information, Systems Islamic University of Madinah, 42351, Madinah, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information, Systems Islamic University of Madinah, 42351, Madinah, Saudi Arabia","institution_ids":["https://openalex.org/I4210151290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065504551","display_name":"Babar Shah","orcid":"https://orcid.org/0000-0002-5090-4695"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Babar Shah","raw_affiliation_strings":["College of Technological Innovation, Zayed University, Dubai, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Technological Innovation, Zayed University, Dubai, UAE","institution_ids":["https://openalex.org/I91044093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062579716","display_name":"Ijaz Ali","orcid":"https://orcid.org/0000-0003-4556-5606"},"institutions":[{"id":"https://openalex.org/I3130537802","display_name":"Iqra National University","ror":"https://ror.org/0254sa076","country_code":"PK","type":"education","lineage":["https://openalex.org/I3130537802"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ijaz Ali","raw_affiliation_strings":["Department of Computer Science, IQRA National University, Swat Campus, Peshawar, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, IQRA National University, Swat Campus, Peshawar, Pakistan","institution_ids":["https://openalex.org/I3130537802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069138900","display_name":"Fernando Moreira","orcid":"https://orcid.org/0000-0002-0816-1445"},"institutions":[{"id":"https://openalex.org/I4210153204","display_name":"Universidade Portucalense","ror":"https://ror.org/05wm6p530","country_code":"PT","type":"education","lineage":["https://openalex.org/I4210153204"]},{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Fernando Moreira","raw_affiliation_strings":["REMIT, Portucalense University & IEETA, Aveiro University, Aveiro, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-0816-1445","affiliations":[{"raw_affiliation_string":"REMIT, Portucalense University & IEETA, Aveiro University, Aveiro, Portugal","institution_ids":["https://openalex.org/I4210153204","https://openalex.org/I60858718"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5065504551","https://openalex.org/A5069138900"],"corresponding_institution_ids":["https://openalex.org/I4210153204","https://openalex.org/I60858718","https://openalex.org/I91044093"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.1852,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.812238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"37","issue":"31","first_page":"25745","last_page":"25765"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9991999864578247,"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":0.9991999864578247,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9850000143051147,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9397000074386597,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.7431867718696594},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.6720431447029114},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5463153123855591},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.48511970043182373},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4777190685272217},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.467454731464386},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4210665822029114},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4147907495498657},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.18723571300506592},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.064817875623703}],"concepts":[{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.7431867718696594},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.6720431447029114},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5463153123855591},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.48511970043182373},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4777190685272217},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.467454731464386},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4210665822029114},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4147907495498657},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.18723571300506592},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.064817875623703},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00521-025-11018-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-025-11018-7","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.upt.pt:11328/6215","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-025-11018-7.","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"}],"best_oa_location":{"id":"pmh:oai:repositorio.upt.pt:11328/6215","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-025-11018-7.","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"},"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1982378700","https://openalex.org/W2910942700","https://openalex.org/W3021330828","https://openalex.org/W3107704721","https://openalex.org/W3196875233","https://openalex.org/W3201153983","https://openalex.org/W3208482597","https://openalex.org/W4200044454","https://openalex.org/W4200095915","https://openalex.org/W4206157917","https://openalex.org/W4206810344","https://openalex.org/W4214821456","https://openalex.org/W4296558634","https://openalex.org/W4327716436","https://openalex.org/W4360615630","https://openalex.org/W4367593760","https://openalex.org/W4387187592","https://openalex.org/W4387573316"],"related_works":["https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W2863268765","https://openalex.org/W3027285423","https://openalex.org/W2896245927","https://openalex.org/W4205879366","https://openalex.org/W1961101704","https://openalex.org/W4254129905","https://openalex.org/W2414447594"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
