{"id":"https://openalex.org/W2921373573","doi":"https://doi.org/10.1109/fie.2018.8658734","title":"Applying Machine Learning Techniques to Identify the Influential Factors of Students\u2019 Abilities to Apply Statistics Mathematics and Engineering Knowledge","display_name":"Applying Machine Learning Techniques to Identify the Influential Factors of Students\u2019 Abilities to Apply Statistics Mathematics and Engineering Knowledge","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2921373573","doi":"https://doi.org/10.1109/fie.2018.8658734","mag":"2921373573"},"language":"en","primary_location":{"id":"doi:10.1109/fie.2018.8658734","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie.2018.8658734","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Frontiers in Education Conference (FIE)","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/A5041185907","display_name":"Wen Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I98947143","display_name":"California State Polytechnic University","ror":"https://ror.org/05by5hm18","country_code":"US","type":"education","lineage":["https://openalex.org/I98947143"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wen Cheng","raw_affiliation_strings":["Department of Civil Engineering, California State Polytechnic University, Pomona, Pomona, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, California State Polytechnic University, Pomona, Pomona, USA","institution_ids":["https://openalex.org/I98947143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072548050","display_name":"Gurdiljot Singh Gill","orcid":"https://orcid.org/0000-0002-5677-8714"},"institutions":[{"id":"https://openalex.org/I98947143","display_name":"California State Polytechnic University","ror":"https://ror.org/05by5hm18","country_code":"US","type":"education","lineage":["https://openalex.org/I98947143"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gurdiljot Gill","raw_affiliation_strings":["Department of Civil Engineering, California State Polytechnic University, Pomona, Pomona, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, California State Polytechnic University, Pomona, Pomona, USA","institution_ids":["https://openalex.org/I98947143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98947143"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"1","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.944599986076355,"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":0.944599986076355,"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/T14079","display_name":"Mathematics Education and Programs","score":0.919700026512146,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12124","display_name":"Engineering Education and Curriculum Development","score":0.9003000259399414,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/multinomial-logistic-regression","display_name":"Multinomial logistic regression","score":0.730043351650238},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.6025698184967041},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5462803244590759},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5168388485908508},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4840663969516754},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.45322877168655396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3466540575027466},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.33921685814857483},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3311561048030853},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27848899364471436},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2725977301597595}],"concepts":[{"id":"https://openalex.org/C117568660","wikidata":"https://www.wikidata.org/wiki/Q1650843","display_name":"Multinomial logistic regression","level":2,"score":0.730043351650238},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.6025698184967041},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5462803244590759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5168388485908508},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4840663969516754},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.45322877168655396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3466540575027466},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.33921685814857483},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3311561048030853},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27848899364471436},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2725977301597595},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie.2018.8658734","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie.2018.8658734","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310576","display_name":"California State Polytechnic University, Pomona","ror":"https://ror.org/05by5hm18"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W999404837","https://openalex.org/W1553905070","https://openalex.org/W1558918611","https://openalex.org/W1907754837","https://openalex.org/W2017329613","https://openalex.org/W2074338790","https://openalex.org/W2106866721","https://openalex.org/W2145645110","https://openalex.org/W2155261478","https://openalex.org/W2801490189","https://openalex.org/W2911964244","https://openalex.org/W6633604892"],"related_works":["https://openalex.org/W3033697969","https://openalex.org/W195509626","https://openalex.org/W2104977651","https://openalex.org/W2369306031","https://openalex.org/W4248368593","https://openalex.org/W4367335965","https://openalex.org/W4385574838","https://openalex.org/W4246416652","https://openalex.org/W4367335937","https://openalex.org/W4391528699"],"abstract_inverted_index":{"This":[0,112,163],"Research":[1],"to":[2,12,29,46,55,69,99,190,200],"Practice":[3],"Full":[4],"Paper":[5],"deals":[6],"with":[7,43,181],"the":[8,17,39,57,76,101,106,116,127,137,151,167,182,196],"influential":[9,58,77],"factors":[10,25,59,78],"related":[11],"application":[13],"of":[14,24,32,85,118,129,139,157],"courses":[15],"by":[16,115,195],"students.":[18],"There":[19],"are":[20],"a":[21,95],"large":[22],"number":[23],"affecting":[26],"students'":[27,67,107],"abilities":[28,108],"apply":[30],"knowledge":[31],"statistics,":[33,158],"mathematics,":[34],"and":[35,126,146,160,177,198],"engineering.":[36],"Even":[37],"though":[38],"literature":[40],"is":[41,51],"replete":[42],"various":[44],"methods":[45,184],"identify":[47],"such":[48,175,185],"factors,":[49],"there":[50],"little":[52],"research":[53],"dedicated":[54],"exploring":[56],"using":[60,79],"machine":[61],"learning":[62],"methods.":[63],"Based":[64],"on":[65],"200+":[66],"responses":[68],"senior":[70],"exit":[71],"survey,":[72],"this":[73],"study":[74,164],"explored":[75],"random":[80,168],"forest":[81,169],"approach.":[82],"The":[83],"variable":[84],"`time":[86],"spent":[87],"at":[88,109,144],"CPP":[89,145],"(Cal":[90],"Poly":[91],"Pomona)":[92],"towards":[93],"obtaining":[94],"degree'":[96],"turned":[97],"out":[98],"be":[100,172,179],"most":[102],"important":[103],"in":[104,123,131,149,174],"influencing":[105],"concerned":[110],"subjects.":[111],"was":[113],"followed":[114],"time":[117,142],"sitting":[119],"for":[120],"EIT":[121,152],"(Engineer":[122],"training)":[124],"exam":[125],"engagement":[128],"students":[130],"different":[132],"clubs.":[133],"Clearly,":[134],"as":[135,186],"per":[136],"self-assessment":[138],"students,":[140],"their":[141,147,155],"devoted":[143],"self-confidence":[148],"undertaking":[150],"significantly":[153],"influence":[154],"perception":[156],"mathematics":[159],"engineering":[161],"knowledge.":[162],"demonstrated":[165],"that":[166],"approach":[170],"may":[171,178],"beneficial":[173],"analysis":[176],"combined":[180],"conventional":[183],"multinomial":[187],"logit":[188],"regression":[189],"devise":[191],"more":[192],"informed":[193],"strategies":[194],"faculty":[197],"administration":[199],"improve":[201],"student":[202],"outcomes.":[203]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}