{"id":"https://openalex.org/W1993759163","doi":"https://doi.org/10.1109/wocn.2012.6335530","title":"Data mining: Prediction for performance improvement of graduate students using classification","display_name":"Data mining: Prediction for performance improvement of graduate students using classification","publication_year":2012,"publication_date":"2012-09-01","ids":{"openalex":"https://openalex.org/W1993759163","doi":"https://doi.org/10.1109/wocn.2012.6335530","mag":"1993759163"},"language":"en","primary_location":{"id":"doi:10.1109/wocn.2012.6335530","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wocn.2012.6335530","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Ninth International Conference on Wireless and Optical Communications Networks (WOCN)","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/A5048363559","display_name":"Kamal Bunkar","orcid":"https://orcid.org/0000-0003-2774-1864"},"institutions":[{"id":"https://openalex.org/I86381314","display_name":"Vikram University","ror":"https://ror.org/002k8gm39","country_code":"IN","type":"education","lineage":["https://openalex.org/I86381314"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kamal Bunkar","raw_affiliation_strings":["Institute of Compo Science, Vikram University, Ujjain, India","Inst. of Comp. Sci., Vikram Univ., Ujjain, India"],"affiliations":[{"raw_affiliation_string":"Institute of Compo Science, Vikram University, Ujjain, India","institution_ids":["https://openalex.org/I86381314"]},{"raw_affiliation_string":"Inst. of Comp. Sci., Vikram Univ., Ujjain, India","institution_ids":["https://openalex.org/I86381314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072674054","display_name":"Umesh Kumar Singh","orcid":"https://orcid.org/0000-0001-9120-4428"},"institutions":[{"id":"https://openalex.org/I86381314","display_name":"Vikram University","ror":"https://ror.org/002k8gm39","country_code":"IN","type":"education","lineage":["https://openalex.org/I86381314"]},{"id":"https://openalex.org/I8977528","display_name":"Dr. Hari Singh Gour University","ror":"https://ror.org/01xapxe37","country_code":"IN","type":"education","lineage":["https://openalex.org/I8977528"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Umesh Kumar Singh","raw_affiliation_strings":["Institute of Compo Science, Dr. H. S. Gaur University, Sagar, India","Inst. of Comp. Sci., Vikram Univ., Ujjain, India"],"affiliations":[{"raw_affiliation_string":"Institute of Compo Science, Dr. H. S. Gaur University, Sagar, India","institution_ids":["https://openalex.org/I8977528"]},{"raw_affiliation_string":"Inst. of Comp. Sci., Vikram Univ., Ujjain, India","institution_ids":["https://openalex.org/I86381314"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113550784","display_name":"Bhupendra Kumar Pandya","orcid":null},"institutions":[{"id":"https://openalex.org/I86381314","display_name":"Vikram University","ror":"https://ror.org/002k8gm39","country_code":"IN","type":"education","lineage":["https://openalex.org/I86381314"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bhupendra Pandya","raw_affiliation_strings":["Institute of Compo Science, Vikram University, Ujjain, India","Inst. of Comp. Sci., Vikram Univ., Ujjain, India"],"affiliations":[{"raw_affiliation_string":"Institute of Compo Science, Vikram University, Ujjain, India","institution_ids":["https://openalex.org/I86381314"]},{"raw_affiliation_string":"Inst. of Comp. Sci., Vikram Univ., Ujjain, India","institution_ids":["https://openalex.org/I86381314"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016252797","display_name":"Rajesh Bunkar","orcid":null},"institutions":[{"id":"https://openalex.org/I86381314","display_name":"Vikram University","ror":"https://ror.org/002k8gm39","country_code":"IN","type":"education","lineage":["https://openalex.org/I86381314"]},{"id":"https://openalex.org/I8977528","display_name":"Dr. Hari Singh Gour University","ror":"https://ror.org/01xapxe37","country_code":"IN","type":"education","lineage":["https://openalex.org/I8977528"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh Bunkar","raw_affiliation_strings":["Institute of Compo Science, Vikram University, Ujjain, India","Institute of Comp. Science, Dr. H.S. Gaur University, Sagar, India"],"affiliations":[{"raw_affiliation_string":"Institute of Compo Science, Vikram University, Ujjain, India","institution_ids":["https://openalex.org/I86381314"]},{"raw_affiliation_string":"Institute of Comp. Science, Dr. H.S. Gaur University, Sagar, India","institution_ids":["https://openalex.org/I8977528"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5048363559"],"corresponding_institution_ids":["https://openalex.org/I86381314"],"apc_list":null,"apc_paid":null,"fwci":7.0657,"has_fulltext":false,"cited_by_count":82,"citation_normalized_percentile":{"value":0.96928385,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"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":0.9915000200271606,"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":0.9915000200271606,"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":0.95660001039505,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9309999942779541,"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/computer-science","display_name":"Computer science","score":0.7361112833023071},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.7177620530128479},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.6065000295639038},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5626344084739685},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.54749995470047},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4671693742275238},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.460074245929718},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.4537537097930908},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4504852294921875},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40763044357299805},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35953325033187866},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.33892083168029785},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09557527303695679}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7361112833023071},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.7177620530128479},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.6065000295639038},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5626344084739685},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.54749995470047},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4671693742275238},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.460074245929718},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.4537537097930908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4504852294921875},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40763044357299805},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35953325033187866},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.33892083168029785},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09557527303695679},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wocn.2012.6335530","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wocn.2012.6335530","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 Ninth International Conference on Wireless and Optical Communications Networks (WOCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W200702608","https://openalex.org/W1565318134","https://openalex.org/W1891519088","https://openalex.org/W2096783842","https://openalex.org/W2116426155","https://openalex.org/W2125055259","https://openalex.org/W2138253457","https://openalex.org/W2140190241","https://openalex.org/W2542955815","https://openalex.org/W2635265227","https://openalex.org/W2937690641","https://openalex.org/W4236137412","https://openalex.org/W4293460716","https://openalex.org/W6639380131","https://openalex.org/W6674370834","https://openalex.org/W6739326821"],"related_works":["https://openalex.org/W3134840015","https://openalex.org/W2591672004","https://openalex.org/W1982169401","https://openalex.org/W2356463514","https://openalex.org/W3036095178","https://openalex.org/W4366979180","https://openalex.org/W4384470695","https://openalex.org/W1517488976","https://openalex.org/W2181773302","https://openalex.org/W2335086884"],"abstract_inverted_index":{"Student":[0],"performance":[1,58],"in":[2,35,59,122],"university":[3],"courses":[4],"is":[5,22,84,112],"of":[6,39,73,108],"great":[7],"concern":[8],"to":[9,25,33,48,117],"the":[10,18,27,37,40,50,56,87,95,106,109,119],"higher":[11,41],"education":[12],"where":[13,94],"several":[14],"factors":[15],"may":[16,54],"affect":[17,55],"performance.":[19],"This":[20],"paper":[21],"an":[23],"attempt":[24],"apply":[26],"data":[28,47,67],"mining":[29],"processes,":[30],"particularly":[31],"classification,":[32],"help":[34],"enhancing":[36],"quality":[38],"educational":[42],"system":[43,103],"by":[44],"evaluating":[45],"student":[46,57],"study":[49],"main":[51],"attributes":[52],"that":[53,104],"courses.":[60],"For":[61],"this":[62],"purpose,":[63],"we":[64],"have":[65],"used":[66],"obtained":[68],"from":[69],"Vikram":[70],"University,":[71],"Ujjain":[72],"course":[74,124],"B.A.":[75],"first":[76],"year":[77],"student.":[78],"The":[79],"classification":[80,92],"rule":[81],"generation":[82],"process":[83],"based":[85],"on":[86],"decision":[88],"tree":[89],"as":[90],"a":[91,123],"method":[93],"generated":[96,110],"rules":[97,111],"are":[98],"studied":[99],"and":[100],"evaluated.":[101],"A":[102],"facilitates":[105],"use":[107],"built":[113],"which":[114],"allows":[115],"students":[116],"predict":[118],"final":[120],"grade":[121],"under":[125],"study.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":2}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}