{"id":"https://openalex.org/W3109015346","doi":"https://doi.org/10.1109/idsta50958.2020.9264113","title":"Predicting Students Performance in Online Courses using Classification Techniques","display_name":"Predicting Students Performance in Online Courses using Classification Techniques","publication_year":2020,"publication_date":"2020-10-19","ids":{"openalex":"https://openalex.org/W3109015346","doi":"https://doi.org/10.1109/idsta50958.2020.9264113","mag":"3109015346"},"language":"en","primary_location":{"id":"doi:10.1109/idsta50958.2020.9264113","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta50958.2020.9264113","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 Intelligent Data Science Technologies and Applications (IDSTA)","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/A5109450295","display_name":"Eman Al Nagi","orcid":null},"institutions":[{"id":"https://openalex.org/I158749337","display_name":"Princess Sumaya University for Technology","ror":"https://ror.org/01jy46q10","country_code":"JO","type":"education","lineage":["https://openalex.org/I158749337"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Eman Al Nagi","raw_affiliation_strings":["Data Science Department, Princess Sumaya University for Technology, Amman, Jordan"],"affiliations":[{"raw_affiliation_string":"Data Science Department, Princess Sumaya University for Technology, Amman, Jordan","institution_ids":["https://openalex.org/I158749337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089232820","display_name":"Nailah Al\u2013Madi","orcid":"https://orcid.org/0000-0003-0980-7559"},"institutions":[{"id":"https://openalex.org/I158749337","display_name":"Princess Sumaya University for Technology","ror":"https://ror.org/01jy46q10","country_code":"JO","type":"education","lineage":["https://openalex.org/I158749337"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Nailah Al-Madi","raw_affiliation_strings":["Data Science Department, Princess Sumaya University for Technology, Amman, Jordan"],"affiliations":[{"raw_affiliation_string":"Data Science Department, Princess Sumaya University for Technology, Amman, Jordan","institution_ids":["https://openalex.org/I158749337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5109450295"],"corresponding_institution_ids":["https://openalex.org/I158749337"],"apc_list":null,"apc_paid":null,"fwci":1.228,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.84562025,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"51","last_page":"58"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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":0.9994999766349792,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9153000116348267,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.7718263864517212},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.7223773002624512},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7089374661445618},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7085200548171997},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6728447675704956},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6131580471992493},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.587031364440918},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5087214112281799},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4503268003463745},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4269041121006012},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.41314831376075745},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.4112709164619446},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3628779351711273}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7718263864517212},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7223773002624512},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7089374661445618},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7085200548171997},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6728447675704956},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6131580471992493},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.587031364440918},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5087214112281799},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4503268003463745},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4269041121006012},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.41314831376075745},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.4112709164619446},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3628779351711273}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idsta50958.2020.9264113","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta50958.2020.9264113","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 Intelligent Data Science Technologies and Applications (IDSTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2279550379","https://openalex.org/W2775916869","https://openalex.org/W2793183907","https://openalex.org/W2883325838","https://openalex.org/W2892516521","https://openalex.org/W2895615678","https://openalex.org/W2945554622","https://openalex.org/W2951019448","https://openalex.org/W2953710871","https://openalex.org/W2960936604","https://openalex.org/W2969618321","https://openalex.org/W2982463400","https://openalex.org/W3204616723","https://openalex.org/W6754570673","https://openalex.org/W6764814466","https://openalex.org/W6802797615"],"related_works":["https://openalex.org/W2591672004","https://openalex.org/W1982169401","https://openalex.org/W2356463514","https://openalex.org/W1517488976","https://openalex.org/W2181773302","https://openalex.org/W2623725391","https://openalex.org/W2385238472","https://openalex.org/W2795722355","https://openalex.org/W2335086884","https://openalex.org/W2965693718"],"abstract_inverted_index":{"Data":[0,16],"Mining":[1],"techniques":[2,33,57],"have":[3],"become":[4],"widely":[5],"used":[6,35,84,98],"for":[7,62],"several":[8,55],"types":[9],"of":[10,24,48],"tasks,":[11],"such":[12],"as":[13],"data":[14,21,100],"classification.":[15],"classification":[17,56],"aims":[18],"to":[19,36,41,65,70],"classify":[20],"into":[22],"set":[23],"classes":[25],"based":[26,105],"on":[27,58,106],"trained":[28],"model":[29],"called":[30],"classifier.":[31],"Such":[32],"are":[34,85],"extract":[37],"important":[38],"information":[39],"needed":[40],"make":[42],"decisions":[43],"in":[44],"different":[45],"scopes,":[46],"one":[47],"them":[49],"is":[50],"Education.":[51],"This":[52],"paper,":[53],"applies":[54],"an":[59],"academic":[60],"dataset":[61],"online":[63],"courses,":[64],"find":[66],"the":[67,72,103],"best":[68,125],"classifier":[69],"predict":[71],"student":[73],"performance,":[74],"using":[75],"certain":[76],"features":[77],"that":[78,117],"might":[79],"affect":[80],"this":[81],"performance.":[82],"Classifiers":[83],"Decision":[86,118],"Tree,":[87],"Artificial":[88,121],"Neural":[89,122],"Network,":[90],"Support":[91],"Vector":[92],"Machine,":[93],"and":[94,101,113,120],"K-Nearest":[95],"Neighbors.":[96],"Experiments":[97],"real":[99],"evaluated":[102],"models":[104],"four":[107],"performance":[108],"measures:":[109],"accuracy,":[110],"precision,":[111],"recall,":[112],"F-measure.":[114],"Results":[115],"show":[116],"Tree":[119],"Network":[123],"achieved":[124],"results":[126],"among":[127],"other":[128],"classifiers.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}