{"id":"https://openalex.org/W3048427298","doi":"https://doi.org/10.3233/jifs-189120","title":"Forecasting US movies box office performances in Turkey using machine learning algorithms","display_name":"Forecasting US movies box office performances in Turkey using machine learning algorithms","publication_year":2020,"publication_date":"2020-08-06","ids":{"openalex":"https://openalex.org/W3048427298","doi":"https://doi.org/10.3233/jifs-189120","mag":"3048427298"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-189120","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-189120","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology","raw_type":"journal-article"},"type":"article","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/A5068273046","display_name":"Sandy \u00c7a\u011fl\u0131yor","orcid":"https://orcid.org/0000-0003-1106-5531"},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Sandy \u00c7a\u011fl\u0131yor","raw_affiliation_strings":["Kadir Has University","Department of Business Administration, Kadir Has University, Kadir Has Str., Cibali, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kadir Has University","institution_ids":["https://openalex.org/I132286405"]},{"raw_affiliation_string":"Department of Business Administration, Kadir Has University, Kadir Has Str., Cibali, Istanbul, Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025662485","display_name":"Ba\u015far \u00d6ztay\u015fi","orcid":"https://orcid.org/0000-0002-1090-7963"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ba\u015far \u00d6ztay\u015fi","raw_affiliation_strings":["Istanbul Technical University","Department of Industrial Engineering, Istanbul Technical University, Macka Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University","institution_ids":["https://openalex.org/I48912391"]},{"raw_affiliation_string":"Department of Industrial Engineering, Istanbul Technical University, Macka Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031789517","display_name":"Selime Sezgin","orcid":"https://orcid.org/0000-0002-2659-3639"},"institutions":[{"id":"https://openalex.org/I118036225","display_name":"Istanbul Bilgi University","ror":"https://ror.org/04pm4x478","country_code":"TR","type":"education","lineage":["https://openalex.org/I118036225"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Selime Sezgin","raw_affiliation_strings":["Bilgi University","Department of Business Administration, Bilgi University, Eyu\u00fcp, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgi University","institution_ids":["https://openalex.org/I118036225"]},{"raw_affiliation_string":"Department of Business Administration, Bilgi University, Eyu\u00fcp, Istanbul, Turkey","institution_ids":["https://openalex.org/I118036225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5068273046"],"corresponding_institution_ids":["https://openalex.org/I132286405"],"apc_list":null,"apc_paid":null,"fwci":0.9318,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.86994755,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"39","issue":"5","first_page":"6579","last_page":"6590"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10758","display_name":"Cinema and Media Studies","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10758","display_name":"Cinema and Media Studies","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11674","display_name":"Sports Analytics and Performance","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10047","display_name":"Financial Markets and Investment Strategies","score":0.9638000130653381,"subfield":{"id":"https://openalex.org/subfields/2003","display_name":"Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.730349600315094},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7291730046272278},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.7103254199028015},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7011430263519287},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6971452236175537},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6791853308677673},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6734349727630615},{"id":"https://openalex.org/keywords/film-industry","display_name":"Film industry","score":0.6012652516365051},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.558954119682312},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5478236675262451},{"id":"https://openalex.org/keywords/box-office","display_name":"Box office","score":0.5434300303459167},{"id":"https://openalex.org/keywords/discretization","display_name":"Discretization","score":0.4580811858177185},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16786399483680725},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.09615352749824524},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.09019529819488525}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.730349600315094},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7291730046272278},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.7103254199028015},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7011430263519287},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6971452236175537},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6791853308677673},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6734349727630615},{"id":"https://openalex.org/C54040653","wikidata":"https://www.wikidata.org/wiki/Q1415395","display_name":"Film industry","level":3,"score":0.6012652516365051},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.558954119682312},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5478236675262451},{"id":"https://openalex.org/C2992750335","wikidata":"https://www.wikidata.org/wiki/Q877435","display_name":"Box office","level":2,"score":0.5434300303459167},{"id":"https://openalex.org/C73000952","wikidata":"https://www.wikidata.org/wiki/Q17007827","display_name":"Discretization","level":2,"score":0.4580811858177185},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16786399483680725},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.09615352749824524},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.09019529819488525},{"id":"https://openalex.org/C519580073","wikidata":"https://www.wikidata.org/wiki/Q41253","display_name":"Movie theater","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C52119013","wikidata":"https://www.wikidata.org/wiki/Q50637","display_name":"Art history","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/jifs-189120","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-189120","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology","raw_type":"journal-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/45675","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/45675","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W71366693","https://openalex.org/W118573352","https://openalex.org/W358992846","https://openalex.org/W1480492886","https://openalex.org/W1487285694","https://openalex.org/W1591458392","https://openalex.org/W1603629371","https://openalex.org/W1967190985","https://openalex.org/W1972914483","https://openalex.org/W1975879485","https://openalex.org/W1975941431","https://openalex.org/W1990697425","https://openalex.org/W1992339772","https://openalex.org/W2008659066","https://openalex.org/W2009623947","https://openalex.org/W2011842125","https://openalex.org/W2012967345","https://openalex.org/W2015186536","https://openalex.org/W2016945820","https://openalex.org/W2017068512","https://openalex.org/W2020615055","https://openalex.org/W2023001679","https://openalex.org/W2030219081","https://openalex.org/W2035064075","https://openalex.org/W2044665847","https://openalex.org/W2045407237","https://openalex.org/W2048384002","https://openalex.org/W2055255707","https://openalex.org/W2058830454","https://openalex.org/W2062036272","https://openalex.org/W2088565452","https://openalex.org/W2091297839","https://openalex.org/W2092152913","https://openalex.org/W2102349818","https://openalex.org/W2119737213","https://openalex.org/W2121528072","https://openalex.org/W2126581536","https://openalex.org/W2126977778","https://openalex.org/W2131272386","https://openalex.org/W2139936032","https://openalex.org/W2143144711","https://openalex.org/W2155584490","https://openalex.org/W2156566828","https://openalex.org/W2157748989","https://openalex.org/W2166436346","https://openalex.org/W2167181184","https://openalex.org/W2168800242","https://openalex.org/W2289113925","https://openalex.org/W2546839679","https://openalex.org/W2582700538","https://openalex.org/W2602423701","https://openalex.org/W2741968387","https://openalex.org/W2765291533","https://openalex.org/W2780441489","https://openalex.org/W2789537010","https://openalex.org/W2898655855","https://openalex.org/W2908036505","https://openalex.org/W3121684966","https://openalex.org/W3122658180","https://openalex.org/W3123252799","https://openalex.org/W3123618432","https://openalex.org/W3124627942","https://openalex.org/W4206431896","https://openalex.org/W4231056342","https://openalex.org/W6612089864","https://openalex.org/W6644180034","https://openalex.org/W6654058783","https://openalex.org/W6681424045","https://openalex.org/W6742095459","https://openalex.org/W6757618935"],"related_works":["https://openalex.org/W4296081764","https://openalex.org/W3100297620","https://openalex.org/W4288057626","https://openalex.org/W3204641204","https://openalex.org/W4293069612","https://openalex.org/W4308191010","https://openalex.org/W4200057378","https://openalex.org/W3048427298","https://openalex.org/W4375930479","https://openalex.org/W4328133444"],"abstract_inverted_index":{"The":[0,135],"motion":[1],"picture":[2],"industry":[3,72],"is":[4,88,117,139,170,184],"one":[5],"of":[6,48,57,104,114,137,167,181],"the":[7,16,20,27,45,54,71,86,101,165,175,179,195,200],"largest":[8],"industries":[9],"worldwide":[10],"and":[11,23,31,70,128,155,159,164,188,190],"has":[12],"significant":[13],"importance":[14],"in":[15,26,80,107,199],"global":[17],"economy.":[18],"Considering":[19],"high":[21,24],"stakes":[22],"risks":[25],"industry,":[28],"forecast":[29,92],"models":[30,62,198],"decision":[32,152],"support":[33],"systems":[34],"are":[35,63,122,162,192],"gaining":[36],"importance.":[37],"Several":[38],"attempts":[39],"have":[40],"been":[41],"made":[42],"to":[43,75,89,99],"estimate":[44,100],"theatrical":[46,102],"performance":[47,176],"a":[49,91,112],"movie":[50],"before":[51],"or":[52],"at":[53],"early":[55],"stages":[56],"its":[58],"release.":[59],"Nevertheless,":[60],"these":[61],"mostly":[64],"used":[65],"for":[66],"predicting":[67],"domestic":[68],"performances":[69,79],"still":[73],"struggles":[74],"predict":[76],"box":[77],"office":[78],"overseas":[81],"markets.":[82],"In":[83],"this":[84],"study,":[85],"aim":[87],"design":[90],"model":[93],"using":[94],"different":[95],"machine":[96,146],"learning":[97,147],"algorithms":[98],"success":[103],"US":[105],"movies":[106,116],"Turkey.":[108],"From":[109],"various":[110],"sources,":[111],"dataset":[113],"1559":[115],"constructed.":[118],"Firstly,":[119],"independent":[120],"variables":[121],"grouped":[123],"as":[124],"pre-release,":[125],"distributor":[126],"type,":[127],"international":[129],"distribution":[130],"based":[131],"on":[132],"their":[133],"characteristic.":[134],"number":[136,180],"attendances":[138],"discretized":[140],"into":[141,186],"three":[142],"classes.":[143],"Four":[144],"popular":[145],"algorithms,":[148],"artificial":[149],"neural":[150],"networks,":[151],"tree":[153,158],"regression":[154],"gradient":[156],"boosting":[157],"random":[160],"forest":[161],"employed,":[163],"impact":[166],"each":[168],"group":[169],"observed":[171],"by":[172,174],"compared":[173,193],"models.":[177],"Then":[178],"target":[182],"classes":[183],"increased":[185],"five":[187],"eight":[189],"results":[191],"with":[194],"previously":[196],"developed":[197],"literature.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}