{"id":"https://openalex.org/W2758181820","doi":"https://doi.org/10.1109/iscbi.2017.8053545","title":"Fuzzy random auto-regression time series model in enrollment university forecasting","display_name":"Fuzzy random auto-regression time series model in enrollment university forecasting","publication_year":2017,"publication_date":"2017-08-01","ids":{"openalex":"https://openalex.org/W2758181820","doi":"https://doi.org/10.1109/iscbi.2017.8053545","mag":"2758181820"},"language":"en","primary_location":{"id":"doi:10.1109/iscbi.2017.8053545","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscbi.2017.8053545","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 5th International Symposium on Computational and Business Intelligence (ISCBI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5021674632","display_name":"Riswan Efendi","orcid":"https://orcid.org/0000-0001-7266-4859"},"institutions":[{"id":"https://openalex.org/I4210103357","display_name":"Universitas Islam Negeri Sultan Syarif Kasim Riau","ror":"https://ror.org/01dtbtf55","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210103357"]},{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["ID","MY"],"is_corresponding":false,"raw_author_name":"Riswan Efendi","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia","Mathematics Department, UIN Sultan Syarif Kasim, Pekanbaru, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia","institution_ids":["https://openalex.org/I930072361"]},{"raw_affiliation_string":"Mathematics Department, UIN Sultan Syarif Kasim, Pekanbaru, Indonesia","institution_ids":["https://openalex.org/I4210103357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075970426","display_name":"Noor Azah Samsudin","orcid":"https://orcid.org/0000-0001-8361-6182"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Noor Azah Samsudin","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016614429","display_name":"Nureize Arbaiy","orcid":"https://orcid.org/0000-0002-9535-8384"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nureize Arbaiy","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025663548","display_name":"Mustafa Mat Deris","orcid":"https://orcid.org/0009-0000-8722-1073"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mustafa Mat Deris","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5538,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68188513,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"1","issue":null,"first_page":"61","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9854999780654907,"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/time-series","display_name":"Time series","score":0.6449460983276367},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6162860989570618},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6074669361114502},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5464871525764465},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5247091054916382},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.5052815079689026},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5044506788253784},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.470303475856781},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.4360229969024658},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.41855210065841675},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3898693025112152},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3465225100517273},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3412104845046997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3253147602081299},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22082024812698364},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0641372799873352}],"concepts":[{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.6449460983276367},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6162860989570618},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6074669361114502},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5464871525764465},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5247091054916382},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.5052815079689026},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5044506788253784},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.470303475856781},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.4360229969024658},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.41855210065841675},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3898693025112152},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3465225100517273},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3412104845046997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3253147602081299},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22082024812698364},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0641372799873352},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscbi.2017.8053545","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscbi.2017.8053545","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 5th International Symposium on Computational and Business Intelligence (ISCBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322727","display_name":"Minist\u00e8re de l'Education Nationale, de l'Enseignement Superieur et de la Recherche","ror":"https://ror.org/03sjk9a61"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1971869067","https://openalex.org/W1987509628","https://openalex.org/W2004157188","https://openalex.org/W2106209465","https://openalex.org/W2131453387","https://openalex.org/W2164000889","https://openalex.org/W2190754225","https://openalex.org/W2501502126","https://openalex.org/W2533823545","https://openalex.org/W4241443503","https://openalex.org/W6687627329"],"related_works":["https://openalex.org/W31220157","https://openalex.org/W2312753042","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W1970763357","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W2034959125","https://openalex.org/W2355687852"],"abstract_inverted_index":{"The":[0,46,59,78],"statistical":[1],"models":[2],"required":[3],"the":[4,8,15,42,49,56,73,82,91,98],"large":[5],"data":[6,17,20,62,70],"in":[7],"time":[9],"series":[10],"forecasting.":[11],"While,":[12],"to":[13,34,40,71],"forecast":[14],"limited":[16],"or":[18],"small":[19],"cannot":[21],"be":[22,53],"suggested":[23],"by":[24],"using":[25],"these":[26],"models.":[27,100],"In":[28],"this":[29],"paper,":[30],"we":[31],"are":[32,66],"interested":[33],"apply":[35],"fuzzy":[36,88],"random":[37],"auto-regression":[38],"model":[39,51],"handle":[41],"university":[43],"enrollment":[44,61],"data.":[45],"accuracy":[47,94],"of":[48,63,75,86],"forecasting":[50,93],"can":[52],"improved":[54],"through":[55],"left-right":[57,84],"procedure.":[58],"yearly":[60],"Alabama":[64],"University":[65],"examined":[67],"as":[68],"benchmark":[69],"evaluate":[72],"performance":[74],"proposed":[76],"model.":[77],"results":[79],"indicate":[80],"that":[81],"smaller":[83],"spread":[85],"triangular":[87],"number":[89],"produced":[90],"higher":[92],"if":[95],"compared":[96],"with":[97],"existing":[99]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
