{"id":"https://openalex.org/W4406137771","doi":"https://doi.org/10.1109/access.2025.3526885","title":"A Novel Method for News Recommendation on Websites Using the Clustered-Vectors Optimization Algorithm","display_name":"A Novel Method for News Recommendation on Websites Using the Clustered-Vectors Optimization Algorithm","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406137771","doi":"https://doi.org/10.1109/access.2025.3526885"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3526885","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3526885","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2025.3526885","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033707414","display_name":"Piyanuch Chaipornkaew","orcid":null},"institutions":[{"id":"https://openalex.org/I198105771","display_name":"Kasetsart University","ror":"https://ror.org/05gzceg21","country_code":"TH","type":"education","lineage":["https://openalex.org/I198105771"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Piyanuch Chaipornkaew","raw_affiliation_strings":["Department of Computer Science, Faculty of Science, Kasetsart University, Bangkok, Thailand","Department of Computer Science, Faculty of Science, Kasetsart University, Krung Thep Maha Nakhon, Thailand"],"raw_orcid":"https://orcid.org/0009-0004-9326-0502","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Kasetsart University, Bangkok, Thailand","institution_ids":["https://openalex.org/I198105771"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Kasetsart University, Krung Thep Maha Nakhon, Thailand","institution_ids":["https://openalex.org/I198105771"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005010599","display_name":"Thepparit Banditwattanawong","orcid":null},"institutions":[{"id":"https://openalex.org/I198105771","display_name":"Kasetsart University","ror":"https://ror.org/05gzceg21","country_code":"TH","type":"education","lineage":["https://openalex.org/I198105771"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Thepparit Banditwattanawong","raw_affiliation_strings":["Department of Computer Science, Faculty of Science, Kasetsart University, Bangkok, Thailand","Department of Computer Science, Faculty of Science, Kasetsart University, Krung Thep Maha Nakhon, Thailand"],"raw_orcid":"https://orcid.org/0000-0001-5418-7876","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Kasetsart University, Bangkok, Thailand","institution_ids":["https://openalex.org/I198105771"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Science, Kasetsart University, Krung Thep Maha Nakhon, Thailand","institution_ids":["https://openalex.org/I198105771"]}]}],"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":7.0768,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95885945,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"6685","last_page":"6703"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.817300021648407,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.817300021648407,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.7886000275611877,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.7763000130653381,"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/computer-science","display_name":"Computer science","score":0.7264934182167053},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43641889095306396}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7264934182167053},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43641889095306396}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3526885","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3526885","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1743faf93a0648c79ec5905e542e75ca","is_oa":true,"landing_page_url":"https://doaj.org/article/1743faf93a0648c79ec5905e542e75ca","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 13, Pp 6685-6703 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3526885","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3526885","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335292","display_name":"Graduate School, Kasetsart University","ror":"https://ror.org/05gzceg21"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1976331960","https://openalex.org/W2016980635","https://openalex.org/W2061619357","https://openalex.org/W2064293828","https://openalex.org/W2171960770","https://openalex.org/W2440488888","https://openalex.org/W2472293985","https://openalex.org/W2767481210","https://openalex.org/W2781636776","https://openalex.org/W2788150524","https://openalex.org/W2804381347","https://openalex.org/W2893667345","https://openalex.org/W2897098357","https://openalex.org/W2900680397","https://openalex.org/W2938824800","https://openalex.org/W2950421571","https://openalex.org/W2953222773","https://openalex.org/W2963740900","https://openalex.org/W2980748755","https://openalex.org/W2992343365","https://openalex.org/W3005637815","https://openalex.org/W3012383742","https://openalex.org/W3037260875","https://openalex.org/W3048421397","https://openalex.org/W3082550533","https://openalex.org/W3093933136","https://openalex.org/W3127274523","https://openalex.org/W3162249921","https://openalex.org/W3172706091","https://openalex.org/W3173591053","https://openalex.org/W3175660618","https://openalex.org/W3186240982","https://openalex.org/W3197592841","https://openalex.org/W3205548015","https://openalex.org/W3211625982","https://openalex.org/W4210847908","https://openalex.org/W4223982309","https://openalex.org/W4292941874","https://openalex.org/W4294170691","https://openalex.org/W4321497407","https://openalex.org/W4383892345","https://openalex.org/W4386570104","https://openalex.org/W4388823134","https://openalex.org/W4391575478","https://openalex.org/W4391952375","https://openalex.org/W4392935458","https://openalex.org/W4396967503","https://openalex.org/W4399199195","https://openalex.org/W4399392938","https://openalex.org/W4400772757","https://openalex.org/W4400914013","https://openalex.org/W4401442759","https://openalex.org/W4402548373","https://openalex.org/W4402636816","https://openalex.org/W4403010858","https://openalex.org/W4403411974","https://openalex.org/W6676179485"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Recommendation":[0],"systems":[1],"have":[2,17,111],"been":[3],"extensively":[4],"implemented":[5],"across":[6],"various":[7],"sectors,":[8],"including":[9],"e-commerce,":[10],"social":[11],"media,":[12],"and":[13,169,199,234],"banking.":[14],"Numerous":[15],"studies":[16],"employed":[18],"established":[19],"machine":[20,46],"learning":[21,47],"techniques":[22],"to":[23,30,60,67],"enhance":[24],"the":[25,51,62,69,75,105,154,179,183,205,218],"performance":[26,70],"of":[27,64,71,118,173,189,193,197,202,224,228,232,237],"recommendation":[28,38,82,94],"models":[29],"a":[31,37,44,81,126,132,191,195,226,230],"certain":[32],"degree.":[33],"This":[34,113],"research":[35],"introduces":[36],"model":[39],"for":[40,86,96],"news":[41,65,72,76,102,119,181],"content":[42],"utilizing":[43],"novel":[45],"technique":[48],"known":[49],"as":[50,210],"\u201cClustered-Vectors":[52],"Optimization":[53],"(CVO)\u201d":[54],"algorithm.":[55],"The":[56,93,121],"proposed":[57,155],"algorithm":[58,157,185,220],"aims":[59],"optimize":[61],"clustering":[63],"titles":[66,77,103],"improve":[68],"recommendations.":[73],"Once":[74],"are":[78],"effectively":[79],"clustered,":[80],"list":[83,95],"is":[84,99],"generated":[85],"website":[87],"visitors":[88,110],"based":[89],"on":[90,148,178],"their":[91],"experiences.":[92],"each":[97],"visitor":[98],"selected":[100],"from":[101,125,144],"within":[104],"same":[106],"cluster":[107],"that":[108,153],"previous":[109],"accessed.":[112],"study":[114],"utilized":[115],"two":[116],"sources":[117],"datasets.":[120],"primary":[122],"dataset,":[123,182,208],"collected":[124],"back-end":[127],"website,":[128],"was":[129],"provided":[130],"by":[131],"private":[133],"digital":[134],"television":[135],"company":[136],"in":[137,171],"Thailand,":[138],"while":[139],"additional":[140],"datasets":[141],"were":[142,163],"sourced":[143],"publicly":[145],"available":[146],"data":[147],"Kaggle.":[149],"Experimental":[150],"results":[151],"indicated":[152],"CVO":[156,184,219],"outperformed":[158],"five":[159],"well-known":[160],"algorithms,":[161],"which":[162],"TF-IDF,":[164],"Word2Vec,":[165],"Doc2Vec,":[166],"Bag-of-Words":[167],"(BoW),":[168],"Transformer,":[170],"terms":[172],"predictive":[174],"performance.":[175],"For":[176],"instance,":[177],"Thai":[180],"achieved":[186],"an":[187,200,222,235],"accuracy":[188,223],"97.56%,":[190],"precision":[192,227],"94.59%,":[194],"recall":[196,231],"97.36%,":[198],"F1-score":[201,236],"97.46%.":[203],"Similarly,":[204],"English":[206],"language":[207],"such":[209],"Indian":[211],"news,":[212],"also":[213],"demonstrated":[214],"high":[215],"performance,":[216],"with":[217],"achieving":[221],"99.90%,":[225],"99.41%,":[229],"99.62%,":[233],"99.53%.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
