{"id":"https://openalex.org/W7216614015","doi":null,"title":"A AI based Model for Achieving High Reliability Faculty Performance Using Various Machine Learning Algorithms","display_name":"A AI based Model for Achieving High Reliability Faculty Performance Using Various Machine Learning Algorithms","publication_year":2024,"publication_date":"2024-01-11","ids":{"openalex":"https://openalex.org/W7216614015"},"language":"en","primary_location":{"id":"pmh:oai:www.ijisae.org:article/4481","doi":null,"is_oa":true,"landing_page_url":"https://ijisae.org/index.php/IJISAE/article/view/4481","pdf_url":"https://ijisae.org/index.php/IJISAE/article/download/4481/3140","source":{"id":"https://openalex.org/S2764360368","display_name":"International Journal of Intelligent Systems and Applications in Engineering","issn_l":"2147-6799","issn":["2147-6799"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2147-6799","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ijisae.org/index.php/IJISAE/article/download/4481/3140","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5155220835","display_name":"Charlene Grace M. Garces","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405281596","display_name":"North Eastern Mindanao State University-Tagbina","ror":"https://ror.org/04kvd0y12","country_code":"PH","type":"education","lineage":["https://openalex.org/I246982481","https://openalex.org/I4405281596"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"M. Garces, Charlene Grace","raw_affiliation_strings":["North Eastern Mindanao State University - Tagbina Campus Purok 4C- Poblacion, Tagbina Surigao del Sur, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Eastern Mindanao State University - Tagbina Campus Purok 4C- Poblacion, Tagbina Surigao del Sur, Philippines","institution_ids":["https://openalex.org/I4405281596"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5155220835"],"corresponding_institution_ids":["https://openalex.org/I4405281596"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.6161999702453613,"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":0.6161999702453613,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.2615000009536743,"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/T13812","display_name":"AI and HR Technologies","score":0.06390000134706497,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/teacher-evaluation","display_name":"teacher evaluation","score":0.8629999756813049},{"id":"https://openalex.org/keywords/university-faculty","display_name":"university faculty","score":0.6470000147819519},{"id":"https://openalex.org/keywords/ensemble-bagged-trees","display_name":"ensemble bagged trees","score":0.7149999737739563},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9890000224113464},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.972000002861023},{"id":"https://openalex.org/keywords/length-of-service","display_name":"length of service","score":0.7440000176429749},{"id":"https://openalex.org/keywords/academic-rank","display_name":"academic rank","score":0.8980000019073486},{"id":"https://openalex.org/keywords/workload","display_name":"workload","score":0.6899999976158142},{"id":"https://openalex.org/keywords/demographic-profile","display_name":"demographic profile","score":0.5770000219345093},{"id":"https://openalex.org/keywords/machine-learning-comparison","display_name":"machine learning comparison","score":0.45100000500679016}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8270999789237976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7770000100135803},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6621999740600586},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6262999773025513},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5899999737739563},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5485000014305115},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5370000004768372},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4884999990463257},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.47369998693466187},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4178999960422516},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4002000093460083},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.3409999907016754},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.326200008392334},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.319599986076355},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.3172999918460846},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.2962000072002411},{"id":"https://openalex.org/C88977235","wikidata":"https://www.wikidata.org/wiki/Q787114","display_name":"Abstract machine","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:www.ijisae.org:article/4481","doi":null,"is_oa":true,"landing_page_url":"https://ijisae.org/index.php/IJISAE/article/view/4481","pdf_url":"https://ijisae.org/index.php/IJISAE/article/download/4481/3140","source":{"id":"https://openalex.org/S2764360368","display_name":"International Journal of Intelligent Systems and Applications in Engineering","issn_l":"2147-6799","issn":["2147-6799"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2147-6799","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:www.ijisae.org:article/4481","doi":null,"is_oa":true,"landing_page_url":"https://ijisae.org/index.php/IJISAE/article/view/4481","pdf_url":"https://ijisae.org/index.php/IJISAE/article/download/4481/3140","source":{"id":"https://openalex.org/S2764360368","display_name":"International Journal of Intelligent Systems and Applications in Engineering","issn_l":"2147-6799","issn":["2147-6799"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","poland-20","russia-white-list-4"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2147-6799","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7216614015.pdf","grobid_xml":"https://content.openalex.org/works/W7216614015.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4386717772","https://openalex.org/W7220804251","https://openalex.org/W3204051639","https://openalex.org/W3183679914","https://openalex.org/W4390756147","https://openalex.org/W4406772078","https://openalex.org/W2953961998","https://openalex.org/W4415691032","https://openalex.org/W4206283573","https://openalex.org/W4389380998"],"abstract_inverted_index":{"The":[0,44],"objective":[1],"of":[2,29,78,106,116,123],"this":[3,99],"research":[4,100],"is":[5,17,52,64,156],"aimed":[6],"to":[7,19,34,57],"predict":[8],"performance":[9,16],"through":[10],"using":[11,136],"machine":[12,138],"learning":[13,139],"algorithms.":[14],"Faculty":[15],"quintessential":[18],"ensure":[20],"effective":[21],"pedagogical":[22],"and":[23,38,81,88,112,151],"educational":[24],"objectives.":[25],"Nonetheless,":[26],"the":[27,47,79,85,89,97,104,113,117,121,124,160,167],"evaluation":[28,49],"teachers":[30],"has":[31],"been":[32],"used":[33],"be":[35],"a":[36,62,126],"manual":[37],"temperamental":[39],"task":[40],"for":[41],"school":[42],"administrators":[43],"concern":[45],"about":[46],"student":[48],"instrument":[50],"which":[51],"most":[53],"widely":[54],"applied":[55],"tool":[56,135],"evaluate":[58],"faculty":[59],"performances":[60],"in":[61,131],"university":[63],"generally":[65],"grounded":[66],"on":[67],"students":[68],"not":[69],"having":[70],"enough":[71],"experience":[72],"and/or":[73],"being":[74,91],"affected":[75],"by":[76,84],"influence":[77],"course":[80,90],"grades":[82],"given":[83],"teacher":[86],"concerned":[87],"compulsory":[92],"or":[93],"elective.":[94],"In":[95],"achieving":[96],"objectives,":[98],"uses":[101],"factors":[102],"like":[103],"length":[105],"service,":[107],"designation,":[108],"academic":[109],"rank,":[110],"workload,":[111],"demographic":[114],"profile":[115],"faculty.":[118],"Loaded":[119],"with":[120,166],"availability":[122],"dataset,":[125],"data":[127],"mining":[128],"technique":[129],"simulation":[130],"MATLAB":[132],"R2021B":[133],"software":[134],"various":[137],"algorithms":[140],"namely":[141],"Support":[142],"Vector":[143],"Machine":[144],"(SVM),":[145],"Decision":[146],"Tree":[147,163],"\u2013":[148],"Fine":[149],"Tree,":[150],"Ensemble-":[152],"Bagged":[153,162],"Tree.":[154],"It":[155],"clearly":[157],"observable":[158],"that":[159],"Ensemble":[161],"algorithm":[164],"emerged":[165],"higher":[168],"accuracy":[169],"results.":[170]},"counts_by_year":[],"updated_date":"2026-10-26T11:51:55.731654","created_date":"2026-10-03T00:00:00"}