{"id":"https://openalex.org/W2945690087","doi":"https://doi.org/10.1109/access.2019.2912012","title":"Knowledge Based Recommender System for Academia Using Machine Learning: A Case Study on Higher Education Landscape of Pakistan","display_name":"Knowledge Based Recommender System for Academia Using Machine Learning: A Case Study on Higher Education Landscape of Pakistan","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2945690087","doi":"https://doi.org/10.1109/access.2019.2912012","mag":"2945690087"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2912012","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2912012","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08693719.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08693719.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081872699","display_name":"Huma Samin","orcid":"https://orcid.org/0000-0002-8885-7687"},"institutions":[{"id":"https://openalex.org/I4210127363","display_name":"Institute of Management Sciences Peshawar","ror":"https://ror.org/02m8e1r74","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210127363"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Huma Samin","raw_affiliation_strings":["Center of Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]}]},{"author_position":"last","author":{"id":null,"display_name":"Tayyaba Azim","orcid":"https://orcid.org/0000-0002-5122-2397"},"institutions":[{"id":"https://openalex.org/I4210127363","display_name":"Institute of Management Sciences Peshawar","ror":"https://ror.org/02m8e1r74","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210127363"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Tayyaba Azim","raw_affiliation_strings":["Center of Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-5122-2397","affiliations":[{"raw_affiliation_string":"Center of Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":12.3434,"has_fulltext":true,"cited_by_count":76,"citation_normalized_percentile":{"value":0.98545322,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"67081","last_page":"67093"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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/T13274","display_name":"Expert finding and Q&A systems","score":0.9922999739646912,"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/T11122","display_name":"Online Learning and Analytics","score":0.9865999817848206,"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/computer-science","display_name":"Computer science","score":0.720740795135498},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6696313619613647},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5572105646133423},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5233874917030334},{"id":"https://openalex.org/keywords/supervisor","display_name":"Supervisor","score":0.4797267019748688},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4333907663822174},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.4272758364677429},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.41840285062789917},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16994628310203552},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.14080482721328735},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.12657225131988525}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.720740795135498},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6696313619613647},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5572105646133423},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5233874917030334},{"id":"https://openalex.org/C2779110517","wikidata":"https://www.wikidata.org/wiki/Q1240788","display_name":"Supervisor","level":2,"score":0.4797267019748688},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4333907663822174},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.4272758364677429},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.41840285062789917},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16994628310203552},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.14080482721328735},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.12657225131988525},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2912012","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2912012","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08693719.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:971aa811679d407f96758204095915e9","is_oa":true,"landing_page_url":"https://doaj.org/article/971aa811679d407f96758204095915e9","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 67081-67093 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2912012","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2912012","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08693719.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2945690087.pdf","grobid_xml":"https://content.openalex.org/works/W2945690087.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W58017990","https://openalex.org/W1850494429","https://openalex.org/W1860762720","https://openalex.org/W1985125789","https://openalex.org/W1996174542","https://openalex.org/W1998564890","https://openalex.org/W2001168787","https://openalex.org/W2010139027","https://openalex.org/W2013292077","https://openalex.org/W2017394402","https://openalex.org/W2024018222","https://openalex.org/W2032975071","https://openalex.org/W2038228855","https://openalex.org/W2041517243","https://openalex.org/W2051639611","https://openalex.org/W2054428703","https://openalex.org/W2062340319","https://openalex.org/W2067411146","https://openalex.org/W2070968350","https://openalex.org/W2073555250","https://openalex.org/W2087437373","https://openalex.org/W2093692570","https://openalex.org/W2103577799","https://openalex.org/W2110437064","https://openalex.org/W2113855231","https://openalex.org/W2127201730","https://openalex.org/W2128511407","https://openalex.org/W2130339025","https://openalex.org/W2135790056","https://openalex.org/W2137028279","https://openalex.org/W2140124448","https://openalex.org/W2157881433","https://openalex.org/W2171960770","https://openalex.org/W2306706380","https://openalex.org/W2325227998","https://openalex.org/W2344535803","https://openalex.org/W2345000389","https://openalex.org/W2399618090","https://openalex.org/W2497148462","https://openalex.org/W2511581020","https://openalex.org/W2533696134","https://openalex.org/W2575569551","https://openalex.org/W2783785634","https://openalex.org/W2793386294","https://openalex.org/W2793913859","https://openalex.org/W2806958760","https://openalex.org/W2810235344","https://openalex.org/W2900691289","https://openalex.org/W4231510805","https://openalex.org/W4293713597","https://openalex.org/W6639619044","https://openalex.org/W6679482899","https://openalex.org/W6756218249"],"related_works":["https://openalex.org/W4387731985","https://openalex.org/W2755149878","https://openalex.org/W2941808082","https://openalex.org/W2468425257","https://openalex.org/W4377009725","https://openalex.org/W4379086698","https://openalex.org/W2528721242","https://openalex.org/W4320164562","https://openalex.org/W2356364326","https://openalex.org/W2372069567"],"abstract_inverted_index":{"Allocation":[0],"of":[1,13,28,93,107,134,185],"courses":[2],"and":[3,11,38,49,69,75,89,122,152,167,188,203,216,230,245],"research":[4,139,147,165],"students":[5],"based":[6],"on":[7,176],"faculty's":[8],"subject":[9],"specialization":[10],"area":[12],"interest":[14],"has":[15,79],"always":[16],"remained":[17],"a":[18,101,208],"challenging":[19],"task":[20],"for":[21,61,84,111,162,213,242],"university":[22,36],"administration":[23],"due":[24],"to":[25,72,114,137,159],"the":[26,40,45,59,73,86,91,105,132,173,181,186,191,201],"presence":[27],"academics'":[29],"cross-domain":[30],"interests,":[31],"stale":[32],"faculty":[33,142],"resumes":[34],"at":[35],"portals":[37],"changing":[39],"skill":[41],"set":[42],"demands":[43],"from":[44,141,149,180],"industry.":[46],"Collaborative":[47],"filtering":[48],"content-based":[50],"recommender":[51],"systems":[52],"have":[53,171],"already":[54],"been":[55],"in":[56,96,116,207,232],"use":[57,106,246],"by":[58,200,211,226,247],"industry":[60],"recommending":[62],"things,":[63],"such":[64],"as":[65,129],"movies,":[66],"news,":[67],"restaurants,":[68],"shopping":[70],"items":[71],"users,":[74],"however,":[76],"no":[77],"one":[78],"utilized":[80],"these":[81],"off-the-shelf":[82],"models":[83,110],"enhancing":[85],"student":[87],"experience":[88],"improving":[90],"quality":[92],"higher":[94,182],"education":[95,183],"academia.":[97,248],"This":[98],"paper":[99],"presents":[100],"case":[102],"study":[103],"showcasing":[104],"probabilistic":[108],"topic":[109],"generating":[112],"recommendations":[113,161],"users":[115],"academia":[117],"through":[118],"appropriate":[119],"course":[120,163,215],"allocation":[121,218],"supervisor":[123,217],"assignment.":[124],"The":[125,220],"proposed":[126,192],"system":[127,239],"coined":[128],"ScholarLite":[130],"harnesses":[131],"power":[133],"machine":[135],"learning":[136],"extract":[138],"themes":[140],"members'":[143],"past":[144],"publications,":[145],"mines":[146],"interests":[148],"their":[150,156],"resumes,":[151],"combines":[153],"it":[154],"with":[155],"educational":[157],"background":[158],"generate":[160],"teaching,":[164],"supervision,":[166],"industry-academia":[168],"collaboration.":[169],"We":[170],"shown":[172],"recommendation":[174],"results":[175],"real-world":[177],"data":[178],"gathered":[179],"commission":[184],"country":[187],"demonstrated":[189],"that":[190],"techniques":[193],"are":[194],"scalable":[195],"across":[196],"various":[197],"programs":[198],"offered":[199],"universities":[202,212],"could":[204],"be":[205],"deployed":[206],"small":[209],"budget":[210],"automating":[214],"procedures.":[219],"experiments":[221],"confirm":[222],"our":[223],"performance":[224],"expectation":[225],"showing":[227],"good":[228],"relevance":[229],"objectivity":[231],"results,":[233],"thus":[234],"making":[235],"this":[236],"decision":[237],"management":[238],"more":[240],"appealing":[241],"large-scale":[243],"deployment":[244]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
