{"id":"https://openalex.org/W2806443802","doi":"https://doi.org/10.1109/icici.2017.8365371","title":"Classification and prediction based data mining algorithms to predict students' introductory programming performance","display_name":"Classification and prediction based data mining algorithms to predict students' introductory programming performance","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2806443802","doi":"https://doi.org/10.1109/icici.2017.8365371","mag":"2806443802"},"language":"en","primary_location":{"id":"doi:10.1109/icici.2017.8365371","doi":"https://doi.org/10.1109/icici.2017.8365371","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icici.2017.8365371","pdf_url":null,"source":{"id":"https://openalex.org/S4306498200","display_name":"International Conference on Inventive Computing and Informatics (ICICI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Inventive Computing and Informatics (ICICI)","raw_type":"proceedings-article"},"volume":null,"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/A5032229445","display_name":"M. Sivasakthi","orcid":"https://orcid.org/0000-0002-2485-4962","observed_orcids":["https://orcid.org/0000-0002-2485-4962"]},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]},{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"M. Sivasakthi","raw_affiliation_strings":["Computer Science and Applications, SRM University, City Campus, Vadapalani, INDIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Applications, SRM University, City Campus, Vadapalani, INDIA","institution_ids":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032229445"],"corresponding_institution_ids":["https://openalex.org/I145286018","https://openalex.org/I4210131147"],"apc_list":null,"apc_paid":null,"fwci":3.0256,"has_fulltext":false,"cited_by_count":49,"citation_normalized_percentile":{"value":0.92782277,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"346","last_page":"350"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9961000084877014,"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":0.9961000084877014,"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/T10533","display_name":"Teaching and Learning Programming","score":0.0027000000700354576,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/academic-performance-prediction","display_name":"student performance prediction","score":0.8939999938011169},{"id":"https://openalex.org/keywords/introductory-programming","display_name":"introductory programming","score":0.9760000109672546},{"id":"https://openalex.org/keywords/classifiers","display_name":"machine learning classifiers","score":0.7350000143051147},{"id":"https://openalex.org/keywords/programming-education","display_name":"programming education","score":0.5170000195503235},{"id":"https://openalex.org/keywords/first-year-students","display_name":"first-year students","score":0.5130000114440918},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.656000018119812},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"educational data mining","score":0.7879999876022339},{"id":"https://openalex.org/keywords/weka","display_name":"WEKA","score":0.5230000019073486}],"concepts":[{"id":"https://openalex.org/C52003472","wikidata":"https://www.wikidata.org/wiki/Q1022655","display_name":"C4.5 algorithm","level":4,"score":0.922953724861145},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7765201926231384},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.7027896642684937},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6866992115974426},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.654456377029419},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.6146259903907776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5263855457305908},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.51435387134552},{"id":"https://openalex.org/C2780084366","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demographics","level":2,"score":0.5017406940460205},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46159717440605164},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3894798755645752},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.23023536801338196},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09326639771461487},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icici.2017.8365371","doi":"https://doi.org/10.1109/icici.2017.8365371","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icici.2017.8365371","pdf_url":null,"source":{"id":"https://openalex.org/S4306498200","display_name":"International Conference on Inventive Computing and Informatics (ICICI)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Conference on Inventive Computing and Informatics (ICICI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9235000014305115}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1539706247","https://openalex.org/W1589525026","https://openalex.org/W2006444123","https://openalex.org/W2098438097","https://openalex.org/W2112328469","https://openalex.org/W2138253457","https://openalex.org/W2184046696","https://openalex.org/W2199534480","https://openalex.org/W2255539840","https://openalex.org/W2290063373","https://openalex.org/W2337455677","https://openalex.org/W2528861723","https://openalex.org/W3197539121","https://openalex.org/W4389515286"],"related_works":["https://openalex.org/W2915124468","https://openalex.org/W2899164727","https://openalex.org/W2903968661","https://openalex.org/W3164174295","https://openalex.org/W2188118470","https://openalex.org/W2519365675","https://openalex.org/W4396624435","https://openalex.org/W2183438060","https://openalex.org/W7218140296","https://openalex.org/W4401048113"],"abstract_inverted_index":{"Data":[0],"mining":[1,57,170],"has":[2],"been":[3],"successfully":[4],"implemented":[5],"in":[6,13,33,49,71,78,127,172],"the":[7,28,67,131,136,162,173,188,196],"business":[8],"world":[9],"but,":[10],"its":[11],"use":[12],"higher":[14],"education":[15,177],"is":[16,124,150],"still":[17],"comparatively":[18],"new.":[19],"Predicting":[20],"students'":[21,68],"performance":[22,43],"becomes":[23],"more":[24],"challenging":[25],"due":[26],"to":[27,129,134,192],"huge":[29],"volume":[30],"of":[31,44,120,164,175],"data":[32,56,65,88,169],"educational":[34],"databases.":[35],"This":[36],"paper":[37,160],"focus":[38],"on":[39,91,114],"predicting":[40],"introductory":[41,72,79],"programming":[42,73,80,176],"first":[45],"year":[46],"bachelor":[47],"students":[48],"Computer":[50],"Application":[51],"course":[52],"by":[53],"a":[54,108,146],"predictive":[55],"model":[58,149],"using":[59,105],"classification":[60,93,116,139],"based":[61,113,168],"algorithms.":[62],"The":[63],"collected":[64],"contains":[66,84],"demographics,":[69],"grade":[70,77],"at":[74,81],"college,":[75],"and":[76,103,118,133,157,166,178,190,195],"test":[82],"which":[83],"60":[85],"questions.":[86],"Collected":[87],"was":[89],"applied":[90],"various":[92],"algorithms":[94,117,171],"such":[95],"as":[96],"Multilayer":[97],"Perception,":[98],"Na\u00efve":[99],"Bayes,":[100],"SMO,":[101],"J48":[102],"REPTree":[104],"WEKA.":[106],"As":[107],"result,":[109],"statistics":[110],"are":[111],"generated":[112],"all":[115,121,154],"comparison":[119],"five":[122,155],"classifiers":[123,156],"also":[125,151,158,179],"done":[126],"order":[128],"predict":[130],"accuracy":[132],"find":[135],"best":[137],"performing":[138],"algorithm":[140],"among":[141],"all.":[142],"In":[143],"this":[144,159],"paper,":[145],"knowledge":[147],"flow":[148],"drawn":[152],"for":[153],"showcases":[161],"importance":[163],"Prediction":[165],"Classification":[167],"field":[174],"presents":[180],"some":[181],"promising":[182],"future":[183],"lines.":[184],"It":[185],"could":[186],"bring":[187],"benefits":[189],"impacts":[191],"students,":[193],"educators":[194],"academic":[197],"institutions.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2018-06-13T00:00:00"}
