{"id":"https://openalex.org/W3095042880","doi":"https://doi.org/10.4018/ijismd.2020100103","title":"Mapping Student Performance With Employment Using Fuzzy C-Means","display_name":"Mapping Student Performance With Employment Using Fuzzy C-Means","publication_year":2020,"publication_date":"2020-10-01","ids":{"openalex":"https://openalex.org/W3095042880","doi":"https://doi.org/10.4018/ijismd.2020100103","mag":"3095042880"},"language":"en","primary_location":{"id":"doi:10.4018/ijismd.2020100103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijismd.2020100103","pdf_url":null,"source":{"id":"https://openalex.org/S83337018","display_name":"International Journal of Information System Modeling and Design","issn_l":"1947-8186","issn":["1947-8186","1947-8194"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information System Modeling and Design","raw_type":"journal-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/A5082114385","display_name":"Ishwank Singh","orcid":null},"institutions":[{"id":"https://openalex.org/I191972202","display_name":"Amity University","ror":"https://ror.org/02n9z0v62","country_code":"IN","type":"education","lineage":["https://openalex.org/I191972202"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ishwank Singh","raw_affiliation_strings":["Amity University, Noida, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amity University, Noida, India","institution_ids":["https://openalex.org/I191972202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022972334","display_name":"A. Sai Sabitha","orcid":"https://orcid.org/0000-0003-3146-2294"},"institutions":[{"id":"https://openalex.org/I191972202","display_name":"Amity University","ror":"https://ror.org/02n9z0v62","country_code":"IN","type":"education","lineage":["https://openalex.org/I191972202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sai Sabitha","raw_affiliation_strings":["Amity University, Noida, India"],"raw_orcid":"https://orcid.org/0000-0003-3146-2294","affiliations":[{"raw_affiliation_string":"Amity University, Noida, India","institution_ids":["https://openalex.org/I191972202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021051196","display_name":"Tanupriya Choudhury","orcid":"https://orcid.org/0000-0002-9826-2759"},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tanupriya Choudhury","raw_affiliation_strings":["University of Petroleum and Energy Studies, India"],"raw_orcid":"https://orcid.org/0000-0002-9826-2759","affiliations":[{"raw_affiliation_string":"University of Petroleum and Energy Studies, India","institution_ids":["https://openalex.org/I5847235"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024809942","display_name":"Archit Aggarwal","orcid":"https://orcid.org/0000-0002-4815-8726"},"institutions":[{"id":"https://openalex.org/I191972202","display_name":"Amity University","ror":"https://ror.org/02n9z0v62","country_code":"IN","type":"education","lineage":["https://openalex.org/I191972202"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Archit Aggarwal","raw_affiliation_strings":["Amity University, Noida, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amity University, Noida, India","institution_ids":["https://openalex.org/I191972202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086037110","display_name":"Bhupesh Kumar Dewangan","orcid":"https://orcid.org/0000-0001-8116-7563"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bhupesh Kumar Dewangan","raw_affiliation_strings":["School of Engineering, Department of Computer Science and Engineering, O.P. Jindal University, Raigarh, India"],"raw_orcid":"https://orcid.org/0000-0001-8116-7563","affiliations":[{"raw_affiliation_string":"School of Engineering, Department of Computer Science and Engineering, O.P. Jindal University, Raigarh, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082114385"],"corresponding_institution_ids":["https://openalex.org/I191972202"],"apc_list":null,"apc_paid":null,"fwci":0.7649,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79466496,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"11","issue":"4","first_page":"36","last_page":"52"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9991999864578247,"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":0.9991999864578247,"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/T14025","display_name":"Educational Technology and Assessment","score":0.9932000041007996,"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"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9398999810218811,"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/employability","display_name":"Employability","score":0.861092746257782},{"id":"https://openalex.org/keywords/reputation","display_name":"Reputation","score":0.7223541736602783},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5879888534545898},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5555694699287415},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5408627986907959},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5121235847473145},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46686363220214844},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.464562326669693},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3962089419364929},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3919594883918762},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.266067236661911},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24494829773902893},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12854424118995667},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10840535163879395},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09045863151550293},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.08801430463790894}],"concepts":[{"id":"https://openalex.org/C15302153","wikidata":"https://www.wikidata.org/wiki/Q470863","display_name":"Employability","level":2,"score":0.861092746257782},{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.7223541736602783},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5879888534545898},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5555694699287415},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5408627986907959},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5121235847473145},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46686363220214844},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.464562326669693},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3962089419364929},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3919594883918762},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.266067236661911},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24494829773902893},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12854424118995667},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10840535163879395},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09045863151550293},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.08801430463790894},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijismd.2020100103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijismd.2020100103","pdf_url":null,"source":{"id":"https://openalex.org/S83337018","display_name":"International Journal of Information System Modeling and Design","issn_l":"1947-8186","issn":["1947-8186","1947-8194"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Information System Modeling and Design","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jismd0:v:11:y:2020:i:4:p:36-52","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJISMD.2020100103","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2017386622","https://openalex.org/W2030149646","https://openalex.org/W2052028766","https://openalex.org/W2133678443","https://openalex.org/W2155805272","https://openalex.org/W2156311952","https://openalex.org/W2167450325","https://openalex.org/W2408378783","https://openalex.org/W2620370626","https://openalex.org/W2946139234"],"related_works":["https://openalex.org/W2366940568","https://openalex.org/W2391562674","https://openalex.org/W2999092794","https://openalex.org/W2948786746","https://openalex.org/W4389571517","https://openalex.org/W2368345821","https://openalex.org/W276906898","https://openalex.org/W4287775559","https://openalex.org/W3031886967","https://openalex.org/W3034819374"],"abstract_inverted_index":{"Technical":[0],"organisations":[1],"are":[2,21,64,93],"ranked":[3],"based":[4],"on":[5],"performance":[6,18,32,56,129],"indicators":[7],"like":[8],"resources,":[9],"students'":[10],"intake,":[11],"global":[12],"reputation,":[13],"and":[14,19,37,53,57,62,82,99,106,125,144],"research":[15,110],"activities.":[16],"Student":[17,31],"placement":[20,63],"important":[22],"factors":[23],"in":[24],"deciding":[25],"the":[26,44,65,72,127,136],"ranking":[27],"of":[28,75,87,121],"a":[29,35,80,85],"university.":[30],"analysis":[33,48,97],"is":[34,77,84,116],"recent":[36],"widely":[38],"researched":[39],"domain":[40],"aimed":[41],"at":[42],"reforming":[43],"education":[45],"system.":[46],"The":[47,89],"assists":[49],"institutions":[50],"to":[51,118,130],"understand":[52,119,133],"improve":[54],"their":[55],"educational":[58],"outcomes.":[59],"Admissions,":[60],"academics,":[61],"three":[66],"most":[67],"significant":[68],"processes":[69,98],"during":[70],"which":[71],"large":[73],"amount":[74],"data":[76,90,96,102],"gathered":[78],"within":[79],"university":[81],"there":[83],"requirement":[86],"analysis.":[88],"mining":[91],"techniques":[92],"used":[94,117],"for":[95],"it":[100],"encompasses":[101],"understanding,":[103],"pre-processing,":[104],"modelling,":[105],"implementation.":[107],"In":[108],"this":[109,134],"work,":[111],"fuzzy":[112],"c-means":[113],"clustering":[114],"technique":[115],"fuzziness":[120],"student":[122,128],"performance,":[123],"classify":[124],"map":[126],"employability.":[131],"To":[132],"objective,":[135],"dataset":[137],"has":[138],"been":[139],"collected":[140],"from":[141],"universities,":[142],"pre-processed,":[143],"analysed.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}