{"id":"https://openalex.org/W7128956878","doi":"https://doi.org/10.1007/s44443-026-00529-5","title":"CLEAR-GNN: connectivity-learning enhanced adaptive regression using streamlined GNN","display_name":"CLEAR-GNN: connectivity-learning enhanced adaptive regression using streamlined GNN","publication_year":2026,"publication_date":"2026-02-16","ids":{"openalex":"https://openalex.org/W7128956878","doi":"https://doi.org/10.1007/s44443-026-00529-5"},"language":"en","primary_location":{"id":"doi:10.1007/s44443-026-00529-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-026-00529-5","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"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":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1007/s44443-026-00529-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082492641","display_name":"Meshari D. Alanazi","orcid":"https://orcid.org/0000-0003-1483-6207"},"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":"Meshari D. Alanazi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035974933","display_name":"Mohammed Albekairi","orcid":"https://orcid.org/0000-0002-5165-5950"},"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":"Mohammed Albekairi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053868880","display_name":"Turki M. Alanazi","orcid":"https://orcid.org/0000-0002-1314-7146"},"institutions":[{"id":"https://openalex.org/I4210112337","display_name":"University of Hafr Al-Batin","ror":"https://ror.org/021jt1927","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210112337"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Turki M. Alanazi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, University of Hafr Al-Batin, Hafar Al-Batin, 39524, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, University of Hafr Al-Batin, Hafar Al-Batin, 39524, Saudi Arabia","institution_ids":["https://openalex.org/I4210112337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126042776","display_name":"Gehan Elsayed","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":true,"raw_author_name":"Gehan Elsayed","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakakah, 72388, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126055485","display_name":"Ghulam Abbas","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ghulam Abbas","raw_affiliation_strings":["School of Electrical Engineering, Southeast University, Nanjing, 210096, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Southeast University, Nanjing, 210096, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126061927","display_name":"Amr Yousef","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]},{"id":"https://openalex.org/I84524832","display_name":"Alexandria University","ror":"https://ror.org/00mzz1w90","country_code":"EG","type":"education","lineage":["https://openalex.org/I84524832"]}],"countries":["EG","SA"],"is_corresponding":false,"raw_author_name":"Amr Yousef","raw_affiliation_strings":["Electrical Engineering Department, College of Engineering, University of Business and Technology, Jeddah, 21589, Saudi Arabia","Engineering Mathematics Department, Faculty of Engineering, Alexandria University, Alexandria, 5424041, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, College of Engineering, University of Business and Technology, Jeddah, 21589, Saudi Arabia","institution_ids":["https://openalex.org/I4210165529"]},{"raw_affiliation_string":"Engineering Mathematics Department, Faculty of Engineering, Alexandria University, Alexandria, 5424041, Egypt","institution_ids":["https://openalex.org/I84524832"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5126042776"],"corresponding_institution_ids":["https://openalex.org/I199702508"],"apc_list":{"value":1350,"currency":"USD","value_usd":1350},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12525519,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"38","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9577000141143799,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9577000141143799,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10524","display_name":"Traffic control and management","score":0.014000000432133675,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10698","display_name":"Transportation Planning and Optimization","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"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/scalability","display_name":"Scalability","score":0.6485000252723694},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.5465999841690063},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48590001463890076},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.47760000824928284},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4609000086784363},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.4320000112056732},{"id":"https://openalex.org/keywords/traffic-flow","display_name":"Traffic flow (computer networking)","score":0.41260001063346863},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.34630000591278076}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7135999798774719},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6485000252723694},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.5465999841690063},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48590001463890076},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47769999504089355},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.47760000824928284},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4609000086784363},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.4320000112056732},{"id":"https://openalex.org/C207512268","wikidata":"https://www.wikidata.org/wiki/Q3074551","display_name":"Traffic flow (computer networking)","level":2,"score":0.41260001063346863},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.34630000591278076},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.3447999954223633},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33149999380111694},{"id":"https://openalex.org/C114809511","wikidata":"https://www.wikidata.org/wiki/Q1412924","display_name":"Flow network","level":2,"score":0.325300008058548},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.323199987411499},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.3125999867916107},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.3075000047683716},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2921000123023987},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2685000002384186},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C42693407","wikidata":"https://www.wikidata.org/wiki/Q4686317","display_name":"Advanced Traffic Management System","level":3,"score":0.2614000141620636},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2502000033855438}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44443-026-00529-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-026-00529-5","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"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":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:465fbe477a3147c3887541a15b847807","is_oa":true,"landing_page_url":"https://doaj.org/article/465fbe477a3147c3887541a15b847807","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":"Journal of King Saud University: Computer and Information Sciences, Vol 38, Iss 4 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44443-026-00529-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44443-026-00529-5","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"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":"Journal of King Saud University Computer and Information Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7077065706253052,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2966880477","https://openalex.org/W3034408619","https://openalex.org/W3043790937","https://openalex.org/W3125675327","https://openalex.org/W3133352370","https://openalex.org/W3185561982","https://openalex.org/W3207653542","https://openalex.org/W4206788904","https://openalex.org/W4226135409","https://openalex.org/W4281397359","https://openalex.org/W4291653298","https://openalex.org/W4327664101","https://openalex.org/W4391872613","https://openalex.org/W4392173003","https://openalex.org/W4396830720","https://openalex.org/W4399601898","https://openalex.org/W4400350448","https://openalex.org/W4400867081","https://openalex.org/W4401648521","https://openalex.org/W4407836118"],"related_works":[],"abstract_inverted_index":{"Traffic":[0],"forecasting":[1,37,133,163],"is":[2,141,165],"an":[3],"essential":[4],"component":[5],"in":[6,43,154,167,185],"intelligent":[7,186],"transportation":[8,170,187],"systems":[9,38],"(ITS)":[10],"to":[11,33,39,101],"ensure":[12,40],"effective":[13,35,158],"traffic":[14,36,62,80,109,162,175],"flow":[15,81],"management,":[16],"real-time":[17,44,168],"decision-making,":[18],"and":[19,27,54,82,97,104,117,135,151,174,182],"congestion":[20],"mitigation.":[21],"The":[22,46,64,87,107,128,138,157],"existing":[23],"model's":[24],"spatiotemporal":[25],"dependencies":[26],"scalability":[28,103],"issues":[29],"motivate":[30],"the":[31,50,56,61,71,79,84,118,124,132,147,161,178],"study":[32],"develop":[34],"robust":[41,181],"solutions":[42,184],"applications.":[45],"dependency":[47],"complexities":[48],"reduce":[49],"suboptimal":[51],"prediction":[52,85,155],"accuracy":[53],"maximize":[55,83],"computational":[57,136],"cost":[58],"while":[59],"observing":[60,114],"features.":[63],"research":[65],"difficulties":[66],"are":[67,111,121],"overcome":[68],"by":[69,113],"introducing":[70],"Streamlined":[72],"Graph":[73],"Neural":[74],"Networks":[75],"(SGNN)":[76],"that":[77],"predict":[78],"accuracy.":[86,106,156],"SGNN":[88],"method":[89],"combines":[90],"sparse":[91],"graph":[92,95],"analysis,":[93],"factorized":[94],"learning,":[96],"temporal":[98],"message":[99],"passing":[100],"improve":[102],"predictive":[105],"network":[108,119],"interactions":[110],"optimized":[112,122],"node":[115],"connectivity,":[116],"parameters":[120],"using":[123,143],"memetic":[125],"optimization":[126,129],"algorithm.":[127],"process":[130,164,179],"balances":[131],"precision":[134],"complexity.":[137],"system's":[139],"efficiency":[140],"evaluated":[142],"experimental":[144],"results,":[145],"reducing":[146],"17.5%":[148],"error":[149],"rate":[150],"32.6%":[152],"enhancement":[153],"utilization":[159],"of":[160],"applicable":[166],"adaptive":[169],"control,":[171],"smart-city":[172],"planning,":[173],"management.":[176],"Thus,":[177],"produces":[180],"scalable":[183],"systems.":[188]},"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2026-02-16T00:00:00"}
