{"id":"https://openalex.org/W3118105433","doi":"https://doi.org/10.1109/ictc49870.2020.9289185","title":"Early Detection At-Risk Students using Machine Learning","display_name":"Early Detection At-Risk Students using Machine Learning","publication_year":2020,"publication_date":"2020-10-21","ids":{"openalex":"https://openalex.org/W3118105433","doi":"https://doi.org/10.1109/ictc49870.2020.9289185","mag":"3118105433"},"language":"en","primary_location":{"id":"doi:10.1109/ictc49870.2020.9289185","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc49870.2020.9289185","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"},"type":"article","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/A5060634928","display_name":"Siripen Pongpaichet","orcid":"https://orcid.org/0000-0002-2505-9477"},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Siripen Pongpaichet","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043721194","display_name":"Sawarin Jankapor","orcid":null},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sawarin Jankapor","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005546058","display_name":"Sarun Janchai","orcid":null},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Sarun Janchai","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Thailand","institution_ids":["https://openalex.org/I25399158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077225077","display_name":"Todsaporn Tongsanit","orcid":null},"institutions":[{"id":"https://openalex.org/I25399158","display_name":"Mahidol University","ror":"https://ror.org/01znkr924","country_code":"TH","type":"education","lineage":["https://openalex.org/I25399158"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Todsaporn Tongsanit","raw_affiliation_strings":["Faculty of Information and Communication Technology, Mahidol University, Thailand"],"affiliations":[{"raw_affiliation_string":"Faculty of Information and Communication Technology, Mahidol University, Thailand","institution_ids":["https://openalex.org/I25399158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5060634928"],"corresponding_institution_ids":["https://openalex.org/I25399158"],"apc_list":null,"apc_paid":null,"fwci":1.4737,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86515188,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"283","last_page":"287"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9990000128746033,"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":0.9990000128746033,"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":0.9617999792098999,"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":0.9574999809265137,"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/formative-assessment","display_name":"Formative assessment","score":0.7523742914199829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7029623985290527},{"id":"https://openalex.org/keywords/oversampling","display_name":"Oversampling","score":0.6674104332923889},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6661859750747681},{"id":"https://openalex.org/keywords/summative-assessment","display_name":"Summative assessment","score":0.6482375860214233},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6290630102157593},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5920013189315796},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5732797384262085},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.47572091221809387},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4611290991306305},{"id":"https://openalex.org/keywords/at-risk-students","display_name":"At-risk students","score":0.42877617478370667},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.22679701447486877},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11971303820610046},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09293153882026672},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08697062730789185}],"concepts":[{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.7523742914199829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7029623985290527},{"id":"https://openalex.org/C197323446","wikidata":"https://www.wikidata.org/wiki/Q331222","display_name":"Oversampling","level":3,"score":0.6674104332923889},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6661859750747681},{"id":"https://openalex.org/C152747807","wikidata":"https://www.wikidata.org/wiki/Q1854913","display_name":"Summative assessment","level":3,"score":0.6482375860214233},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6290630102157593},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5920013189315796},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5732797384262085},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.47572091221809387},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4611290991306305},{"id":"https://openalex.org/C2779479571","wikidata":"https://www.wikidata.org/wiki/Q4812273","display_name":"At-risk students","level":2,"score":0.42877617478370667},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.22679701447486877},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11971303820610046},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09293153882026672},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08697062730789185},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc49870.2020.9289185","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc49870.2020.9289185","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322401","display_name":"Mahidol University","ror":"https://ror.org/01znkr924"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1486785378","https://openalex.org/W2138961372","https://openalex.org/W2591734411","https://openalex.org/W2770507825","https://openalex.org/W2809821002","https://openalex.org/W2996736890"],"related_works":["https://openalex.org/W2596540894","https://openalex.org/W4248485996","https://openalex.org/W1981820048","https://openalex.org/W2188168286","https://openalex.org/W2373351295","https://openalex.org/W4315786423","https://openalex.org/W4323913710","https://openalex.org/W2169821076","https://openalex.org/W2762230188","https://openalex.org/W2410921486"],"abstract_inverted_index":{"Machine":[0],"Learning":[1],"is":[2,41,151],"one":[3,114],"of":[4,115,128,148,161,174],"the":[5,16,81,86,116,119,143,149,162,167],"most":[6,82],"popular":[7],"technologies":[8],"using":[9,48],"in":[10,118,126,158],"many":[11,28],"industries,":[12],"especially":[13],"to":[14,42,79,90],"analyze":[15],"data":[17,49,56,99,157],"and":[18,64,70,85,109,132],"find":[19,80],"key":[20],"insight":[21],"or":[22],"new":[23],"knowledge.":[24],"In":[25],"education":[26],"industry,":[27],"studies":[29],"have":[30,155],"applied":[31],"machine":[32],"learning":[33,58],"techniques":[34],"for":[35],"various":[36,51],"purposes.":[37],"One":[38],"important":[39,83],"area":[40],"early":[43],"detect":[44,170],"at-risk":[45,92,175],"students":[46,93,110],"by":[47],"from":[50,57,67,102],"sources":[52],"such":[53],"as":[54],"log":[55],"management":[59],"systems":[60],"(LMSs),":[61],"class":[62,141],"attendances,":[63],"actual":[65],"score":[66],"both":[68],"formative":[69],"summative":[71],"assessments.":[72],"We":[73],"present":[74],"a":[75],"comparative":[76],"study":[77],"aiming":[78],"features":[84],"best":[87,144],"classification":[88],"algorithms":[89],"classify":[91],"based":[94],"on":[95,139],"they":[96],"behaviors.":[97],"The":[98,121,134,146],"are":[100,124],"collected":[101],"Moodle":[103],"system":[104,112],"[1],":[105],"printing":[106],"services":[107],"system,":[108],"grad":[111],"at":[113],"faculty":[117],"university.":[120],"experiment":[122],"results":[123],"evaluated":[125],"terms":[127],"overall":[129],"accuracy,":[130],"precision,":[131],"recall.":[133],"random":[135],"forest":[136],"with":[137],"oversampling":[138],"minority":[140],"shows":[142],"result.":[145],"performances":[147],"models":[150],"better":[152],"when":[153],"we":[154],"more":[156],"each":[159],"week":[160,165],"semester.":[163],"During":[164],"5,":[166],"model":[168],"can":[169],"about":[171],"74":[172],"percent":[173],"students.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
