{"id":"https://openalex.org/W3046124616","doi":"https://doi.org/10.3906/elk-1911-37","title":"A content-based recommender system for choosing universities","display_name":"A content-based recommender system for choosing universities","publication_year":2020,"publication_date":"2020-03-28","ids":{"openalex":"https://openalex.org/W3046124616","doi":"https://doi.org/10.3906/elk-1911-37","mag":"3046124616"},"language":"en","primary_location":{"id":"doi:10.3906/elk-1911-37","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1911-37","pdf_url":"https://doi.org/10.3906/elk-1911-37","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.3906/elk-1911-37","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076145498","display_name":"Miftahul Jannat Mokarrama","orcid":"https://orcid.org/0000-0002-3239-2956"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Miftahul Jannat MOKARRAMA","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055406846","display_name":"Sumi Khatun","orcid":"https://orcid.org/0000-0001-6394-6520"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sumi KHATUN","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5002786759","display_name":"Mohammad Shamsul Arefin","orcid":"https://orcid.org/0000-0003-0259-7624"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammad Shamsul AREFIN","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5076145498"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.965,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.88509926,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"28","issue":"4","first_page":"2128","last_page":"2142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9542999863624573,"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":0.9542999863624573,"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/recommender-system","display_name":"Recommender system","score":0.810325026512146},{"id":"https://openalex.org/keywords/certificate","display_name":"Certificate","score":0.7229883074760437},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6360151767730713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5797196626663208},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.537341296672821},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.4563799500465393},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4427414536476135},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.27556031942367554},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17807534337043762},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16885825991630554},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1416839361190796},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.10101786255836487}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.810325026512146},{"id":"https://openalex.org/C96865113","wikidata":"https://www.wikidata.org/wiki/Q2946816","display_name":"Certificate","level":2,"score":0.7229883074760437},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6360151767730713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5797196626663208},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.537341296672821},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.4563799500465393},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4427414536476135},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.27556031942367554},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17807534337043762},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16885825991630554},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1416839361190796},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.10101786255836487},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3906/elk-1911-37","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1911-37","pdf_url":"https://doi.org/10.3906/elk-1911-37","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3906/elk-1911-37","is_oa":true,"landing_page_url":"https://doi.org/10.3906/elk-1911-37","pdf_url":"https://doi.org/10.3906/elk-1911-37","source":{"id":"https://openalex.org/S32837994","display_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","issn_l":"1300-0632","issn":["1300-0632","1303-6203"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3046124616.pdf","grobid_xml":"https://content.openalex.org/works/W3046124616.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W3092950680","https://openalex.org/W4246980185","https://openalex.org/W2150182025","https://openalex.org/W3197542405","https://openalex.org/W2418190244","https://openalex.org/W2358294942","https://openalex.org/W4367460280","https://openalex.org/W4328049145"],"abstract_inverted_index":{"Recommender":[0],"system":[1,9,35,85,102,167],"(RS)":[2],"is":[3,78,109],"a":[4,16,33,65,72,83,103,169],"knowledge":[5],"discovery":[6],"and":[7,70,160,178,187,199],"decision-making":[8],"that":[10,36],"has":[11],"been":[12],"extensively":[13],"used":[14],"in":[15,23,44,91],"myriad":[17],"of":[18,42,88,105,141,148,171,182],"applications":[19],"to":[20,111,117,120],"assist":[21],"people":[22],"making":[24,71],"distinct":[25],"choices":[26,69],"from":[27,175],"vast":[28],"sources.":[29],"This":[30],"paper":[31],"proposes":[32],"recommendation":[34,84,101],"will":[37],"help":[38],"the":[39,46,56,95,112,121,166,180],"prospective":[40,96,176],"students":[41,113,177],"Bangladesh":[43],"choosing":[45],"most":[47],"suitable":[48],"private":[49,58,107,122],"universities":[50,108,123],"for":[51,94],"getting":[52],"admission.":[53],"Since":[54],"selecting":[55],"best":[57],"university":[59,158,161],"does":[60],"not":[61,79],"depend":[62],"merely":[63],"on":[64],"few":[66],"criteria":[67,77],"or":[68],"decision":[73],"considering":[74],"all":[75],"those":[76],"an":[80],"easy":[81],"task,":[82],"can":[86],"be":[87],"great":[89],"assistance":[90],"this":[92,99,130],"scenario":[93],"students.":[97],"In":[98],"proposed":[100],"list":[104],"top-K":[106],"recommended":[110],"who":[114],"are":[115],"willing":[116],"get":[118],"admitted":[119],"using":[124,189],"content-based":[125],"filtering":[126],"technique.":[127],"To":[128],"attain":[129],"goal":[131],"we":[132,164],"considered":[133],"six":[134],"parameters,":[135],"namely":[136],"grade":[137],"point":[138],"average":[139],"(GPA)":[140],"secondary":[142,150],"school":[143],"certificate":[144,151],"(SSC)":[145],"examination,":[146,153],"GPA":[147],"higher":[149],"(HSC)":[152],"total":[154,170],"GPA,":[155],"tuition":[156],"fees,":[157],"ratings,":[159],"rankings.":[162],"Finally,":[163],"evaluated":[165],"with":[168],"947":[172],"real":[173],"feedback":[174],"obtained":[179],"accuracies":[181],"89.05%,":[183],"95.85%,":[184],"48%,":[185],"92.32%,":[186],"71.93%":[188],"5":[190],"different":[191],"performance":[192],"metrics:":[193],"precision,":[194],"recall,":[195],"specificity,":[196],"F1":[197],"score,":[198],"balanced":[200],"accuracy,":[201],"respectively.":[202]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}