{"id":"https://openalex.org/W3044093562","doi":"https://doi.org/10.1109/access.2020.3010938","title":"Modern Artificial Intelligence Model Development for Undergraduate Student Performance Prediction: An Investigation on Engineering Mathematics Courses","display_name":"Modern Artificial Intelligence Model Development for Undergraduate Student Performance Prediction: An Investigation on Engineering Mathematics Courses","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3044093562","doi":"https://doi.org/10.1109/access.2020.3010938","mag":"3044093562"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3010938","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010938","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09145548.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09145548.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065141057","display_name":"Ravinesh C. Deo","orcid":null},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ravinesh C. Deo","raw_affiliation_strings":["Faculty of Health, Engineering and Sciences, School of Sciences, University of Southern Queensland, Toowoomba, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2290-6749","affiliations":[{"raw_affiliation_string":"Faculty of Health, Engineering and Sciences, School of Sciences, University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037953109","display_name":"Zaher Mundher Yaseen\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c\u202c","orcid":"https://orcid.org/0000-0003-3647-7137"},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Zaher Mundher Yaseen","raw_affiliation_strings":["Sustainable Developments in Civil Engineering Research Group, Faculty of Civil Engineering, Ton Duc Thang University, Ho Chi Minh City, Vietnam"],"raw_orcid":"https://orcid.org/0000-0003-3647-7137","affiliations":[{"raw_affiliation_string":"Sustainable Developments in Civil Engineering Research Group, Faculty of Civil Engineering, Ton Duc Thang University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070829177","display_name":"Nadhir Al\u2010Ansari","orcid":"https://orcid.org/0000-0002-6790-2653"},"institutions":[{"id":"https://openalex.org/I190632392","display_name":"Lule\u00e5 University of Technology","ror":"https://ror.org/016st3p78","country_code":"SE","type":"education","lineage":["https://openalex.org/I190632392"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Nadhir Al-Ansari","raw_affiliation_strings":["Environmental and Natural Resources Engineering, Lulea University of Technology, Lulea, Sweden"],"raw_orcid":"https://orcid.org/0000-0002-6790-2653","affiliations":[{"raw_affiliation_string":"Environmental and Natural Resources Engineering, Lulea University of Technology, Lulea, Sweden","institution_ids":["https://openalex.org/I190632392"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082804219","display_name":"Thong Nguyen\u2010Huy","orcid":"https://orcid.org/0000-0002-2201-6666"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thong Nguyen-Huy","raw_affiliation_strings":["Centre for Applied Climate Sciences, University of Southern Queensland, Toowoomba, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2201-6666","affiliations":[{"raw_affiliation_string":"Centre for Applied Climate Sciences, University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080301011","display_name":"T. A. M. Langlands","orcid":"https://orcid.org/0000-0001-7679-6891"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Trevor Ashley Mcpherson Langlands","raw_affiliation_strings":["Faculty of Health, Engineering and Sciences, School of Sciences, University of Southern Queensland, Toowoomba, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7679-6891","affiliations":[{"raw_affiliation_string":"Faculty of Health, Engineering and Sciences, School of Sciences, University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013880609","display_name":"Linda Galligan","orcid":"https://orcid.org/0000-0001-8156-8690"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Linda Galligan","raw_affiliation_strings":["Faculty of Health, Engineering and Sciences, School of Sciences, University of Southern Queensland, Toowoomba, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8156-8690","affiliations":[{"raw_affiliation_string":"Faculty of Health, Engineering and Sciences, School of Sciences, University of Southern Queensland, Toowoomba, Australia","institution_ids":["https://openalex.org/I185523456"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":757,"currency":"EUR","value_usd":816},"fwci":5.0102,"has_fulltext":true,"cited_by_count":87,"citation_normalized_percentile":{"value":0.96106686,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"136697","last_page":"136724"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","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"}},"topics":[{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","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/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9800000190734863,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6776994466781616},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.584733247756958},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5184273719787598},{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.4882064163684845},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4304811954498291},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.41536402702331543},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.22634145617485046},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16321256756782532}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6776994466781616},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.584733247756958},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5184273719787598},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.4882064163684845},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4304811954498291},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.41536402702331543},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.22634145617485046},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16321256756782532}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2020.3010938","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010938","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09145548.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:eprints.usq.edu.au:39136","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400692","display_name":"University of Southern Queensland ePrints (University of Southern Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I185523456","host_organization_name":"University of Southern Queensland","host_organization_lineage":["https://openalex.org/I185523456"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article (Commonwealth Reporting Category C)"},{"id":"pmh:oai:DiVA.org:ltu-80286","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:ltu:diva-80286","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:153756c3dead45b29756c99d29bd8ff9","is_oa":true,"landing_page_url":"https://doaj.org/article/153756c3dead45b29756c99d29bd8ff9","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":"IEEE Access, Vol 8, Pp 136697-136724 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3010938","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3010938","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09145548.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320985","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3044093562.pdf","grobid_xml":"https://content.openalex.org/works/W3044093562.grobid-xml"},"referenced_works_count":76,"referenced_works":["https://openalex.org/W149669841","https://openalex.org/W193988059","https://openalex.org/W205001082","https://openalex.org/W1038914768","https://openalex.org/W1520924246","https://openalex.org/W1524482999","https://openalex.org/W1542505676","https://openalex.org/W1552021584","https://openalex.org/W1563481617","https://openalex.org/W1578142098","https://openalex.org/W1599871777","https://openalex.org/W1894514722","https://openalex.org/W1962253820","https://openalex.org/W1984071766","https://openalex.org/W1997629775","https://openalex.org/W1999905715","https://openalex.org/W2005833360","https://openalex.org/W2013668940","https://openalex.org/W2014833387","https://openalex.org/W2019858446","https://openalex.org/W2040066183","https://openalex.org/W2045537522","https://openalex.org/W2048697945","https://openalex.org/W2059776567","https://openalex.org/W2061065224","https://openalex.org/W2062937359","https://openalex.org/W2069393179","https://openalex.org/W2078709555","https://openalex.org/W2088509242","https://openalex.org/W2097955284","https://openalex.org/W2098290011","https://openalex.org/W2101674911","https://openalex.org/W2102148524","https://openalex.org/W2111072639","https://openalex.org/W2121971770","https://openalex.org/W2141695047","https://openalex.org/W2145445683","https://openalex.org/W2145487361","https://openalex.org/W2155431069","https://openalex.org/W2158054309","https://openalex.org/W2166341593","https://openalex.org/W2181580436","https://openalex.org/W2187833185","https://openalex.org/W2230305174","https://openalex.org/W2252311918","https://openalex.org/W2255539840","https://openalex.org/W2310667389","https://openalex.org/W2313033999","https://openalex.org/W2327903915","https://openalex.org/W2336985767","https://openalex.org/W2481293276","https://openalex.org/W2510826408","https://openalex.org/W2518725484","https://openalex.org/W2638039807","https://openalex.org/W2762369222","https://openalex.org/W2796833928","https://openalex.org/W2799516204","https://openalex.org/W2806307656","https://openalex.org/W2893991014","https://openalex.org/W2899016704","https://openalex.org/W2910942700","https://openalex.org/W2911964244","https://openalex.org/W2912275277","https://openalex.org/W2924487031","https://openalex.org/W2931687477","https://openalex.org/W2963100393","https://openalex.org/W3000603264","https://openalex.org/W6607866829","https://openalex.org/W6608188231","https://openalex.org/W6631378819","https://openalex.org/W6631413896","https://openalex.org/W6632471092","https://openalex.org/W6635930888","https://openalex.org/W6686078656","https://openalex.org/W6698664861","https://openalex.org/W6761066712"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4394984040","https://openalex.org/W4306674287","https://openalex.org/W2969890106","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296"],"abstract_inverted_index":{"A":[0],"computationally":[1],"efficient":[2],"artificial":[3],"intelligence":[4],"(AI)":[5],"model":[6,22],"called":[7],"Extreme":[8],"Learning":[9],"Machines":[10],"(ELM)":[11],"is":[12],"adopted":[13],"to":[14,21,57,100,110,139,157,205,221,225],"analyze":[15],"patterns":[16],"embedded":[17],"in":[18,32,50,103,131,167,232],"continuous":[19],"assessment":[20],"the":[23,28,55,58,89,104,120,123,132,147,150,164,191,233],"weighted":[24],"score":[25,31],"(WS)":[26],"and":[27,61,70,77,86,91,112,122,142,160,180,184,188,214,217,228],"examination":[29,92],"(EX)":[30],"engineering":[33,169],"mathematics":[34,170],"courses":[35,52],"at":[36],"an":[37],"Australian":[38],"regional":[39],"university.":[40],"The":[41],"student":[42,165,209,229],"performance":[43,166],"data":[44],"taken":[45],"over":[46],"a":[47,62,101,197,201],"six-year":[48],"period":[49],"multiple":[51],"ranging":[53],"from":[54],"mid-":[56],"advanced":[59,168],"level":[60],"diverse":[63],"course":[64,218],"offering":[65],"mode":[66],"(i.e.,":[67],"on-campus,":[68],"ONC,":[69],"online,":[71],"ONL)":[72],"are":[73],"modelled":[74],"by":[75],"ELM":[76,107,172],"further":[78],"benchmarked":[79],"against":[80],"competing":[81],"models:":[82],"random":[83],"forest":[84],"(RF)":[85],"Volterra.":[87],"With":[88],"assessments":[90],"marks":[93],"as":[94],"key":[95],"predictors":[96],"of":[97,135,200],"WS":[98],"(leading":[99],"grade":[102],"mid-level":[105],"course),":[106],"(with":[108],"respect":[109],"RF":[111],"Volterra)":[113],"outperformed":[114],"its":[115],"counterpart":[116],"models":[117],"both":[118],"for":[119,146,182,190],"ONC":[121,183],"ONL":[124,148,192],"offer.":[125,193],"This":[126,194],"generated":[127],"relative":[128],"prediction":[129,151],"error":[130],"testing":[133],"phase,":[134],"only":[136,154],"0.74%,":[137],"compared":[138,156],"about":[140,158],"3.12%":[141],"1.06%,":[143],"respectively,":[144],"while":[145],"offer,":[149],"errors":[152],"were":[153],"0.51%":[155],"3.05%":[159],"0.70%.":[161],"In":[162],"modelling":[163],"course,":[171],"registered":[173],"slightly":[174],"larger":[175],"errors:":[176],"0.77%":[177],"(vs.":[178,186],"22.23%":[179],"1.87%)":[181],"0.54%":[185],"4.08%":[187],"1.31%)":[189],"study":[195],"advocates":[196],"pioneer":[198],"implementation":[199],"robust":[202],"AI":[203],"methodology":[204],"uncover":[206],"relationships":[207],"among":[208],"learning":[210,215,230],"variables,":[211],"developing":[212],"teaching":[213],"intervention":[216],"health":[219],"checks":[220],"address":[222],"issues":[223],"related":[224],"graduate":[226],"outcomes,":[227],"attributes":[231],"higher":[234],"education":[235],"sector.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
