{"id":"https://openalex.org/W4225959952","doi":"https://doi.org/10.1109/iske54062.2021.9755343","title":"Predicting Video Game Sales Based on Machine Learning and Hybrid Feature Selection Method","display_name":"Predicting Video Game Sales Based on Machine Learning and Hybrid Feature Selection Method","publication_year":2021,"publication_date":"2021-11-26","ids":{"openalex":"https://openalex.org/W4225959952","doi":"https://doi.org/10.1109/iske54062.2021.9755343"},"language":"en","primary_location":{"id":"doi:10.1109/iske54062.2021.9755343","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske54062.2021.9755343","pdf_url":null,"source":{"id":"https://openalex.org/S4363608381","display_name":"2021 16th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 16th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-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/A5100356247","display_name":"Jianbin Li","orcid":"https://orcid.org/0000-0001-7813-0452"},"institutions":[{"id":"https://openalex.org/I4210103346","display_name":"Nanfang Hospital","ror":"https://ror.org/01eq10738","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103346"]},{"id":"https://openalex.org/I4400600959","display_name":"Nanfang College Guangzhou","ror":"https://ror.org/04vrxqg89","country_code":null,"type":"education","lineage":["https://openalex.org/I4400600959"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianbin Li","raw_affiliation_strings":["Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I4210103346"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China","institution_ids":["https://openalex.org/I4210103346","https://openalex.org/I4400600959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043260804","display_name":"Yufan Zheng","orcid":"https://orcid.org/0000-0003-0781-0308"},"institutions":[{"id":"https://openalex.org/I4210103346","display_name":"Nanfang Hospital","ror":"https://ror.org/01eq10738","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103346"]},{"id":"https://openalex.org/I4400600959","display_name":"Nanfang College Guangzhou","ror":"https://ror.org/04vrxqg89","country_code":null,"type":"education","lineage":["https://openalex.org/I4400600959"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufan Zheng","raw_affiliation_strings":["Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I4210103346"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China","institution_ids":["https://openalex.org/I4210103346","https://openalex.org/I4400600959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084281774","display_name":"Haoran Hu","orcid":"https://orcid.org/0000-0003-3619-2852"},"institutions":[{"id":"https://openalex.org/I4210103346","display_name":"Nanfang Hospital","ror":"https://ror.org/01eq10738","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103346"]},{"id":"https://openalex.org/I4400600959","display_name":"Nanfang College Guangzhou","ror":"https://ror.org/04vrxqg89","country_code":null,"type":"education","lineage":["https://openalex.org/I4400600959"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoran Hu","raw_affiliation_strings":["Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I4210103346"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China","institution_ids":["https://openalex.org/I4210103346","https://openalex.org/I4400600959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063669585","display_name":"Junhui Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103346","display_name":"Nanfang Hospital","ror":"https://ror.org/01eq10738","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103346"]},{"id":"https://openalex.org/I4400600959","display_name":"Nanfang College Guangzhou","ror":"https://ror.org/04vrxqg89","country_code":null,"type":"education","lineage":["https://openalex.org/I4400600959"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhui Lu","raw_affiliation_strings":["Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I4210103346"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China","institution_ids":["https://openalex.org/I4210103346","https://openalex.org/I4400600959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054304362","display_name":"Choujun Zhan","orcid":"https://orcid.org/0000-0002-1445-3559"},"institutions":[{"id":"https://openalex.org/I4210103346","display_name":"Nanfang Hospital","ror":"https://ror.org/01eq10738","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210103346"]},{"id":"https://openalex.org/I4400600959","display_name":"Nanfang College Guangzhou","ror":"https://ror.org/04vrxqg89","country_code":null,"type":"education","lineage":["https://openalex.org/I4400600959"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Choujun Zhan","raw_affiliation_strings":["Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanfang College.Guangzhou,School of Electrical and Computer Engineering,Guangzhou,China","institution_ids":["https://openalex.org/I4210103346"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Nanfang College.Guangzhou, Guangzhou, China","institution_ids":["https://openalex.org/I4210103346","https://openalex.org/I4400600959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1969,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.61174785,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"497","last_page":"502"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9413999915122986,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11439","display_name":"Video Analysis and Summarization","score":0.9413999915122986,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11674","display_name":"Sports Analytics and Performance","score":0.9362000226974487,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7621525526046753},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7263431549072266},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5835883617401123},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5722867846488953},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5608054399490356},{"id":"https://openalex.org/keywords/video-game","display_name":"Video game","score":0.5369052886962891},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4661112427711487},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.18721944093704224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7621525526046753},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7263431549072266},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5835883617401123},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5722867846488953},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5608054399490356},{"id":"https://openalex.org/C3018412434","wikidata":"https://www.wikidata.org/wiki/Q7889","display_name":"Video game","level":2,"score":0.5369052886962891},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4661112427711487},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.18721944093704224},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iske54062.2021.9755343","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iske54062.2021.9755343","pdf_url":null,"source":{"id":"https://openalex.org/S4363608381","display_name":"2021 16th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 16th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W191464600","https://openalex.org/W1564195678","https://openalex.org/W2012715891","https://openalex.org/W2015799639","https://openalex.org/W2021438181","https://openalex.org/W2095649738","https://openalex.org/W2105182730","https://openalex.org/W2129473238","https://openalex.org/W2143711549","https://openalex.org/W2149772057","https://openalex.org/W2156483112","https://openalex.org/W2167101736","https://openalex.org/W2195453971","https://openalex.org/W2585503147","https://openalex.org/W2895303784","https://openalex.org/W2900478665","https://openalex.org/W2996565520","https://openalex.org/W3032248258","https://openalex.org/W3033208276","https://openalex.org/W3092394175","https://openalex.org/W3102218249","https://openalex.org/W3128270012","https://openalex.org/W6607746645","https://openalex.org/W6633856038"],"related_works":["https://openalex.org/W4205762803","https://openalex.org/W2535856026","https://openalex.org/W2265065644","https://openalex.org/W3147584709","https://openalex.org/W2134699697","https://openalex.org/W3017188156","https://openalex.org/W2322875716","https://openalex.org/W2961085424","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Sales":[0],"prediction":[1],"plays":[2],"a":[3,41,86],"critical":[4],"role":[5],"in":[6,57,155],"the":[7,11,14,21,29,47,60,71,76,79,111,117,122,134,144,162,173,180],"rapid":[8],"development":[9,55],"of":[10,16,24,31,46,62,78,113,125,152],"internet.":[12],"Unlike":[13],"goal":[15],"predicting":[17],"physical":[18],"items":[19,23],"sales,":[20],"virtual":[22],"video":[25,48,114],"games":[26],"needn\u2019t":[27],"consider":[28],"relationship":[30],"inventory":[32],"and":[33,35,54,100,129,148],"demand,":[34],"it":[36],"reflects":[37],"consumer":[38],"preferences":[39],"to":[40,74,109,142,157,168],"certain":[42],"extent.":[43],"Predicting":[44],"sales":[45,52,112],"game":[49],"can":[50,69],"pre-adjust":[51],"strategies":[53],"plans":[56],"advance.":[58],"In":[59,81],"process":[61],"predicting,":[63],"an":[64],"excellent":[65],"feature":[66,89,130],"selection":[67,90],"method":[68,91,176,183],"remove":[70],"features":[72,147],"irrelevant":[73],"enhance":[75],"accuracy":[77],"model.":[80],"this":[82],"paper,":[83],"we":[84,120],"proposed":[85],"new":[87],"hybrid":[88],"Pearson":[92,126,185],"correlation":[93,127,186],"coefficient":[94,128,187],"-":[95],"Random":[96,140,189],"Forest":[97,141],"Feature":[98],"Selection(PCC-RFFS),":[99],"utilized":[101],"9":[102],"machine":[103,174,181],"learning":[104,175,182],"methods":[105],"combined":[106,177,184],"with":[107],"PCC-RFFS":[108,178],"predict":[110],"games.":[115],"For":[116],"filter-based":[118],"stage,":[119],"used":[121],"absolute":[123],"value":[124],"ranking":[131],"technique,":[132],"while":[133],"wrapper-based":[135],"stage":[136],"is":[137,154],"based":[138],"on":[139,161],"measure":[143],"importance":[145],"between":[146],"target.":[149],"The":[150],"strategy":[151],"combination":[153],"addition":[156],"both":[158],"stages.":[159],"Experiments":[160],"real-world":[163],"dataset":[164],"from":[165],"February":[166],"2006":[167],"November":[169],"2016":[170],"show":[171],"that":[172],"outperforms":[179],"or":[188],"Forest.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
