{"id":"https://openalex.org/W3088857670","doi":"https://doi.org/10.1109/tpds.2020.3024068","title":"Towards Minimizing Resource Usage With QoS Guarantee in Cloud Gaming","display_name":"Towards Minimizing Resource Usage With QoS Guarantee in Cloud Gaming","publication_year":2020,"publication_date":"2020-09-15","ids":{"openalex":"https://openalex.org/W3088857670","doi":"https://doi.org/10.1109/tpds.2020.3024068","mag":"3088857670"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2020.3024068","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2020.3024068","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","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/A5026498734","display_name":"Yusen Li","orcid":"https://orcid.org/0000-0001-6623-350X"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yusen Li","raw_affiliation_strings":["Department of Computer Science, Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0001-6623-350X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Changjian Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changjian Zhao","raw_affiliation_strings":["Department of Computer Science, Nankai University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015527156","display_name":"Xueyan Tang","orcid":"https://orcid.org/0000-0002-7404-7595"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xueyan Tang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-7404-7595","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036580072","display_name":"Wentong Cai","orcid":"https://orcid.org/0000-0002-0183-3835"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wentong Cai","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-0183-3835","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100390120","display_name":"Xiaoguang Liu","orcid":"https://orcid.org/0000-0002-9010-3278"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoguang Liu","raw_affiliation_strings":["Department of Computer Science, Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-9010-3278","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100367433","display_name":"Gang Wang","orcid":"https://orcid.org/0000-0003-0387-2501"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Wang","raw_affiliation_strings":["Department of Computer Science, Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-0387-2501","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045499166","display_name":"Xiaoli Gong","orcid":"https://orcid.org/0000-0002-9836-558X"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoli Gong","raw_affiliation_strings":["Department of Computer Science, Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-9836-558X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0817,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.94777367,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"32","issue":"2","first_page":"426","last_page":"440"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9991999864578247,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9991999864578247,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9930999875068665,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8872054815292358},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.80213463306427},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.7232018113136292},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6083400249481201},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.5409775972366333},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5289250612258911},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5159469246864319},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4300517439842224},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.41289007663726807},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3034013509750366},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08549115061759949}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8872054815292358},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.80213463306427},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.7232018113136292},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6083400249481201},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.5409775972366333},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5289250612258911},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5159469246864319},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4300517439842224},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.41289007663726807},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3034013509750366},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08549115061759949},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2020.3024068","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2020.3024068","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1168170545","display_name":null,"funder_award_id":"61602266","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G13133415","display_name":"\u9762\u54113D XPoint\u7684\u641c\u7d22\u5f15\u64ce\u7d22\u5f15\u548c\u7f13\u5b58\u6280\u672f\u7814\u7a76","funder_award_id":"61872201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2215210296","display_name":null,"funder_award_id":"61702521","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3293674946","display_name":null,"funder_award_id":"U1833114","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W115476871","https://openalex.org/W1586201613","https://openalex.org/W1899379166","https://openalex.org/W1972803598","https://openalex.org/W1974657716","https://openalex.org/W1975898625","https://openalex.org/W1979361375","https://openalex.org/W1988184485","https://openalex.org/W2000710903","https://openalex.org/W2015518316","https://openalex.org/W2017004353","https://openalex.org/W2023214828","https://openalex.org/W2038201895","https://openalex.org/W2048348088","https://openalex.org/W2062482040","https://openalex.org/W2070758470","https://openalex.org/W2072652898","https://openalex.org/W2080759603","https://openalex.org/W2093941454","https://openalex.org/W2102709380","https://openalex.org/W2103981209","https://openalex.org/W2105419678","https://openalex.org/W2131641675","https://openalex.org/W2150139096","https://openalex.org/W2156077332","https://openalex.org/W2160121678","https://openalex.org/W2172014267","https://openalex.org/W2181516744","https://openalex.org/W2304765993","https://openalex.org/W2323909431","https://openalex.org/W2463123097","https://openalex.org/W2505550437","https://openalex.org/W2524638957","https://openalex.org/W2550236931","https://openalex.org/W2560689012","https://openalex.org/W2604514113","https://openalex.org/W2745301591","https://openalex.org/W2763405385","https://openalex.org/W2949380140","https://openalex.org/W3144789060","https://openalex.org/W4205585032","https://openalex.org/W4232724790","https://openalex.org/W4235574128","https://openalex.org/W4247581761","https://openalex.org/W4250180141","https://openalex.org/W6604681715","https://openalex.org/W6635017200","https://openalex.org/W6670573826"],"related_works":["https://openalex.org/W1939996075","https://openalex.org/W2118113972","https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W2304003539","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903"],"abstract_inverted_index":{"Cloud":[0],"gaming":[1,10],"has":[2],"been":[3],"very":[4],"popular":[5,142],"recently,":[6],"but":[7],"providing":[8],"satisfactory":[9],"experiences":[11],"to":[12,49,90,153,180,187,191],"players":[13],"at":[14],"a":[15,81,137,156],"modest":[16],"cost":[17],"is":[18,88,151],"still":[19],"challenging.":[20],"Colocating":[21],"several":[22],"games":[23,36,43,74,104],"onto":[24],"one":[25],"server":[26,29],"could":[27],"improve":[28],"utilization.":[30],"However,":[31],"prior":[32],"work":[33],"regarding":[34],"colocating":[35,73],"either":[37],"ignores":[38],"the":[39,68,92,96,99,110,130,172,182,192],"performance":[40,47,85,97,111,149],"interference":[41],"between":[42],"or":[44],"uses":[45],"simple":[46],"model":[48,150],"charaterize":[50],"it,":[51],"which":[52,87,169],"may":[53],"make":[54],"inefficient":[55],"game":[56,158],"colocation":[57],"decisions":[58],"and":[59,105,117],"cause":[60],"QoS":[61,160],"violations.":[62],"In":[63],"this":[64],"article,":[65],"we":[66,113],"address":[67],"resource":[69,106,122,175,183],"allocation":[70,123,176],"issues":[71],"for":[72,120],"in":[75,125],"cloud":[76,126],"gaming.":[77,127],"We":[78,128],"first":[79],"propose":[80,115],"novel":[82],"machine":[83],"learning-based":[84],"model,":[86,112],"able":[89,152,179],"capture":[91],"complex":[93],"relationship":[94],"among":[95],"interference,":[98],"contention":[100],"features":[101],"of":[102,140,166],"colocated":[103,157],"partition.":[107],"Guided":[108],"by":[109,185],"then":[114],"efficient":[116],"effective":[118],"algorithms":[119,177],"two":[121],"scenarios":[124],"evaluate":[129],"proposed":[131],"solutions":[132],"through":[133],"extensive":[134],"experiments":[135],"using":[136],"large":[138],"number":[139],"real":[141],"games.":[143],"The":[144],"results":[145],"show":[146],"that":[147],"our":[148],"identify":[154],"whether":[155],"satisfies":[159],"requirement":[161],"within":[162],"an":[163],"average":[164],"error":[165],"5":[167],"percent,":[168],"significantly":[170],"outperforms":[171],"alternatives.":[173],"Our":[174],"are":[178],"increase":[181],"utilization":[184],"up":[186],"60":[188],"percent":[189],"compared":[190],"state-of-the-art":[193],"solutions.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}