{"id":"https://openalex.org/W3158530807","doi":"https://doi.org/10.14704/web/v18si01/web18058","title":"Prediction of Students\u2019 Performance based on Academic, Behaviour, Extra and Co-Curricular Activities","display_name":"Prediction of Students\u2019 Performance based on Academic, Behaviour, Extra and Co-Curricular Activities","publication_year":2021,"publication_date":"2021-04-29","ids":{"openalex":"https://openalex.org/W3158530807","doi":"https://doi.org/10.14704/web/v18si01/web18058","mag":"3158530807"},"language":"en","primary_location":{"id":"doi:10.14704/web/v18si01/web18058","is_oa":true,"landing_page_url":"https://doi.org/10.14704/web/v18si01/web18058","pdf_url":null,"source":{"id":"https://openalex.org/S4210195749","display_name":"Webology","issn_l":"1735-188X","issn":["1735-188X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318996","host_organization_name":"University of Tehran Press","host_organization_lineage":["https://openalex.org/P4310318996"],"host_organization_lineage_names":["University of Tehran Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Webology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.14704/web/v18si01/web18058","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052265414","display_name":"T. Jenitha","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"T. Jenitha","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037438315","display_name":"S. Santhi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S. Santhi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5050460417","display_name":"J. Monisha Privthy Jeba","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"J. Monisha Privthy Jeba","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9793,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79832849,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"18","issue":"Special Issue 01","first_page":"262","last_page":"279"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.996999979019165,"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":0.996999979019165,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.7138658165931702},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6044935584068298},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5489885210990906},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5308566689491272},{"id":"https://openalex.org/keywords/scholarship","display_name":"Scholarship","score":0.5050130486488342},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4965077042579651},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.4737597107887268},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44999635219573975},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4105381965637207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39754411578178406},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3486672043800354},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.326516330242157},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13594764471054077},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12162604928016663},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.08903113007545471}],"concepts":[{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.7138658165931702},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6044935584068298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5489885210990906},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5308566689491272},{"id":"https://openalex.org/C2778061430","wikidata":"https://www.wikidata.org/wiki/Q188823","display_name":"Scholarship","level":2,"score":0.5050130486488342},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4965077042579651},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.4737597107887268},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44999635219573975},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4105381965637207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39754411578178406},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3486672043800354},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.326516330242157},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13594764471054077},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12162604928016663},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.08903113007545471},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14704/web/v18si01/web18058","is_oa":true,"landing_page_url":"https://doi.org/10.14704/web/v18si01/web18058","pdf_url":null,"source":{"id":"https://openalex.org/S4210195749","display_name":"Webology","issn_l":"1735-188X","issn":["1735-188X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318996","host_organization_name":"University of Tehran Press","host_organization_lineage":["https://openalex.org/P4310318996"],"host_organization_lineage_names":["University of Tehran Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Webology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.14704/web/v18si01/web18058","is_oa":true,"landing_page_url":"https://doi.org/10.14704/web/v18si01/web18058","pdf_url":null,"source":{"id":"https://openalex.org/S4210195749","display_name":"Webology","issn_l":"1735-188X","issn":["1735-188X"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318996","host_organization_name":"University of Tehran Press","host_organization_lineage":["https://openalex.org/P4310318996"],"host_organization_lineage_names":["University of Tehran Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Webology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4389954502","https://openalex.org/W2771255398","https://openalex.org/W2930428186","https://openalex.org/W3200027047","https://openalex.org/W4224922629","https://openalex.org/W4385770464","https://openalex.org/W3125536479","https://openalex.org/W4214820172","https://openalex.org/W3120363735","https://openalex.org/W2394323384"],"abstract_inverted_index":{"Since":[0],"Academic":[1,145],"institutions":[2,169],"contain":[3],"huge":[4,184],"volume":[5],"of":[6,67,94,100,156,174,186,190],"data":[7,45,187],"regarding":[8],"students":[9,31,50,132,175],"such":[10,77],"as":[11,78],"academic":[12,126],"scores,":[13],"scores":[14],"in":[15,33,124,172],"co":[16],"and":[17,25,56,71,84,105,111,118,128,137,177,188,202],"extracurricular":[18],"activities,":[19],"family":[20,23],"annual":[21],"income,":[22],"background":[24],"other":[26,57],"supporting":[27],"documents,":[28],"predicting":[29,91],"individual":[30],"performance":[32,93,110],"all":[34],"aspects":[35],"manually":[36],"is":[37],"a":[38],"difficult":[39],"task.":[40],"The":[41],"proposed":[42,102],"work":[43],"uses":[44],"mining":[46],"techniques":[47],"to":[48,130,133,138,147,207],"identify":[49],"who":[51],"are":[52,60,88,165,192,200,205],"eligible":[53],"for":[54,90],"scholarships":[55],"benefits.":[58],"Students":[59],"classified":[61],"into":[62],"different":[63],"categories":[64],"by":[65,167,170],"means":[66],"academic,":[68],"behavior,":[69],"extra":[70],"co-curricular":[72],"activities.":[73],"Machine":[74,87],"Learning":[75],"algorithms":[76],"Naive":[79],"Bayes,":[80],"Decision":[81],"Tree":[82],"Classifier":[83],"Support":[85],"Vector":[86],"used":[89],"the":[92,95,98,131,144,154,157,168,181],"student.":[96],"With":[97],"help":[99],"this":[101,122,195],"model":[103],"parents":[104],"instructors":[106],"can":[107,113],"monitor":[108],"student\u2019s":[109],"they":[112],"also":[114],"provide":[115],"essential":[116],"technical":[117],"moral":[119],"support.":[120],"Also":[121],"helps":[123],"providing":[125],"scholarship":[127],"training":[129,151],"support":[134],"them":[135],"financially":[136],"enrich":[139],"their":[140,203],"knowledge.":[141],"It":[142],"suggests":[143],"Institutions":[146],"organize":[148],"induction":[149],"or":[150],"programmes":[152],"at":[153],"beginning":[155],"semester.":[158],"Technical":[159],"training,":[160],"motivational":[161],"talks,":[162],"Yoga,":[163],"etc":[164],"organized":[166],"keeping":[171],"mind":[173],"physical":[176],"mental":[178],"health.":[179],"Considering":[180],"e-learning":[182],"platforms":[183],"volumes":[185],"plethora":[189],"information":[191],"generated.":[193],"In":[194],"work,":[196],"various":[197],"learning":[198],"models":[199],"constructed":[201],"accuracies":[204],"compared":[206],"analyse":[208],"which":[209],"algorithm":[210],"out-performs.":[211]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
