{"id":"https://openalex.org/W4407775616","doi":"https://doi.org/10.1145/3711129.3711277","title":"Cloud Computing Resource Prediction Based on Adaptive Selection of Multiple Machine Learning Methods","display_name":"Cloud Computing Resource Prediction Based on Adaptive Selection of Multiple Machine Learning Methods","publication_year":2024,"publication_date":"2024-10-18","ids":{"openalex":"https://openalex.org/W4407775616","doi":"https://doi.org/10.1145/3711129.3711277"},"language":"en","primary_location":{"id":"doi:10.1145/3711129.3711277","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3711129.3711277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Electronic Information Technology and Computer Engineering","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/A5102871846","display_name":"Chao Huang","orcid":"https://orcid.org/0000-0002-2062-1512"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chao Huang","raw_affiliation_strings":["School of Electronic and Information, Shanghai Dianji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information, Shanghai Dianji University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059937321","display_name":"Xiaogang Wang","orcid":"https://orcid.org/0000-0001-5599-5488"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaogang Wang","raw_affiliation_strings":["School of Electronic and Information, Shanghai Dianji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information, Shanghai Dianji University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100619259","display_name":"Zhihe Yang","orcid":"https://orcid.org/0000-0002-5971-1355"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihe Yang","raw_affiliation_strings":["School of Electronic and Information, Shanghai Dianji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information, Shanghai Dianji University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090541898","display_name":"Xiao Dun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dun Xiao","raw_affiliation_strings":["School of Electronic and Information, Shanghai Dianji University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information, Shanghai Dianji University, Shanghai, China","institution_ids":["https://openalex.org/I4210156189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102871846"],"corresponding_institution_ids":["https://openalex.org/I4210156189"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.43807376,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"854","last_page":"858"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9879999756813049,"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":0.9879999756813049,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9639000296592712,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9578999876976013,"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":0.8452197313308716},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8080704808235168},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.60398268699646},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5414107441902161},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5198610424995422},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4830944538116455},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4262970983982086},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12071114778518677},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10047990083694458}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8452197313308716},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8080704808235168},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.60398268699646},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5414107441902161},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5198610424995422},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4830944538116455},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4262970983982086},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12071114778518677},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10047990083694458}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3711129.3711277","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3711129.3711277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Electronic Information Technology and Computer Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2032618441","https://openalex.org/W2378934329","https://openalex.org/W2763398542","https://openalex.org/W2891974069","https://openalex.org/W2986061801","https://openalex.org/W2986615528","https://openalex.org/W2999347502","https://openalex.org/W3011301256","https://openalex.org/W3032515432","https://openalex.org/W3061808290","https://openalex.org/W3109073683","https://openalex.org/W3111741369","https://openalex.org/W3125647338","https://openalex.org/W3194730353","https://openalex.org/W3214844012","https://openalex.org/W4221005058"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"In":[0,29],"modern":[1],"cloud":[2,158],"computing":[3,159],"environments,":[4],"accurate":[5],"prediction":[6,40,44,118],"of":[7,84,157],"resource":[8,14,57,99,160],"demand":[9],"is":[10,52,95],"critical":[11],"to":[12,42,75,97],"optimize":[13],"allocation":[15],"and":[16,46,59,91,102,136,138,148,155],"reduce":[17],"costs.":[18],"Existing":[19],"methods":[20],"are":[21,87],"often":[22],"inadequate":[23],"in":[24],"dealing":[25],"with":[26],"variable":[27,65,68],"workloads.":[28],"this":[30],"research,":[31],"we":[32],"introduce":[33],"an":[34],"innovative":[35],"combined":[36],"multiple":[37],"machine":[38],"learning":[39],"approach":[41],"enhance":[43],"accuracy":[45],"stability.":[47],"First,":[48],"a":[49,82,145],"comprehensive":[50],"dataset":[51],"built":[53],"by":[54],"segmenting":[55],"historical":[56],"utilization":[58],"extracting":[60],"feature":[61,122],"vectors":[62],"using":[63],"dynamic":[64],"windows.":[66],"The":[67,124],"window":[69],"automatically":[70],"adjusts":[71],"its":[72],"size":[73],"according":[74],"the":[76,92,107,110,114,121,129,141,153],"volatility,":[77],"thus":[78],"saving":[79],"resources.":[80],"Second,":[81],"number":[83],"different":[85],"algorithms":[86],"used":[88],"for":[89,117,151],"forecasting,":[90],"optimal":[93,111],"method":[94,130],"selected":[96],"capture":[98],"utilisation":[100],"patterns":[101],"improve":[103],"forecasting":[104],"accuracy.":[105],"Finally,":[106],"system":[108],"calls":[109],"algorithm":[112],"from":[113],"adaptive":[115],"selector":[116],"based":[119],"on":[120],"vectors.":[123],"experimental":[125],"results":[126],"show":[127],"that":[128],"performs":[131],"well":[132],"under":[133],"various":[134],"workloads":[135],"scenarios":[137],"significantly":[139],"outperforms":[140],"traditional":[142],"method,":[143],"providing":[144],"theoretical":[146],"basis":[147],"practical":[149],"guidance":[150],"improving":[152],"efficiency":[154],"performance":[156],"management.":[161]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
