{"id":"https://openalex.org/W4396685225","doi":"https://doi.org/10.5220/0012742200003711","title":"Prediction of Resource Utilisation in Cloud Computing Using Machine Learning","display_name":"Prediction of Resource Utilisation in Cloud Computing Using Machine Learning","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396685225","doi":"https://doi.org/10.5220/0012742200003711"},"language":"en","primary_location":{"id":"doi:10.5220/0012742200003711","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0012742200003711","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Cloud Computing and Services Science","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0012742200003711","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114157603","display_name":"Ruksar Shaikh","orcid":null},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Ruksar Shaikh","raw_affiliation_strings":["School of Computing, National College of Ireland, Dublin, Ireland, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Dublin, Ireland, --- Select a Country ---","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076763328","display_name":"Cristina Hava Muntean","orcid":"https://orcid.org/0000-0001-5082-9253"},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Cristina Muntean","raw_affiliation_strings":["School of Computing, National College of Ireland, Dublin, Ireland, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Dublin, Ireland, --- Select a Country ---","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102538914","display_name":"Shaguna Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Shaguna Gupta","raw_affiliation_strings":["School of Computing, National College of Ireland, Dublin, Ireland, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Dublin, Ireland, --- Select a Country ---","institution_ids":["https://openalex.org/I104546213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I104546213"],"apc_list":null,"apc_paid":null,"fwci":7.3141,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.97637032,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"103","last_page":"114"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.7957000136375427,"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":0.7957000136375427,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8485205173492432},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7502853870391846},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5436855554580688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46664169430732727},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43668586015701294},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36431431770324707},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1619747281074524},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.06611961126327515}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8485205173492432},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7502853870391846},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5436855554580688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46664169430732727},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43668586015701294},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36431431770324707},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1619747281074524},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.06611961126327515}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0012742200003711","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0012742200003711","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Cloud Computing and Services Science","raw_type":"proceedings-article"},{"id":"pmh:oai:norma.ncirl.ie:7232","is_oa":false,"landing_page_url":"https://norma.ncirl.ie/7232/","pdf_url":null,"source":{"id":"https://openalex.org/S7407055118","display_name":"NORMA","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":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Book Section"}],"best_oa_location":{"id":"doi:10.5220/0012742200003711","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0012742200003711","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Conference on Cloud Computing and Services Science","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"In":[0,163],"today\u2019s":[1],"modern":[2],"computing":[3,6,103],"infrastructure,":[4],"cloud":[5,35,102,133],"has":[7,124],"emerged":[8],"as":[9,148,171,197,211],"a":[10,23,40,77,132],"pivotal":[11],"paradigm":[12],"that":[13],"offers":[14],"scalability":[15],"and":[16,32,43,120,157,175,207,219],"flexibility":[17],"to":[18,38,61,97,165,199,217],"satisfy":[19],"the":[20,46,63,88,111,126],"demands":[21],"of":[22,26,45,83,91,113,128,131,204],"wide":[24],"variety":[25],"specific":[27],"applications.":[28],"Maintaining":[29],"optimal":[30,68],"performance":[31],"cost-effectiveness":[33],"inside":[34],"settings":[36],"continues":[37],"be":[39],"significant":[41],"problem":[42],"one":[44],"most":[47],"important":[48],"challenges":[49],"is":[50,59,73,193,215],"efficient":[51],"resource":[52,55,64,69,79,99],"utilisation.":[53,80],"A":[54],"utilization":[56,142],"prediction":[57,72],"system":[58],"required":[60],"aid":[62],"allocator":[65],"in":[66,75,101,184,202],"providing":[67],"allocation.":[70],"Accurate":[71],"difficult":[74],"such":[76,147,170],"dynamic":[78],"The":[81,105],"applications":[82],"machine":[84,144],"learning":[85,145,168],"techniques":[86],"are":[87,161],"primary":[89],"emphasis":[90],"this":[92],"research":[93],"project":[94],"which":[95],"aims":[96],"predict":[98,136],"utilisation":[100],"systems.":[104],"dataset":[106],"GWA-T-12":[107],"Bitbrains":[108],"have":[109,180],"provided":[110,125],"data":[112,127],"timestamp,":[114],"cpu":[115,129],"usage,":[116],"network":[117],"transmitted":[118],"throughput":[119],"Microsoft":[121],"Azure":[122],"traces":[123],"usage":[130],"server.":[134],"To":[135],"VM":[137],"workloads":[138],"based":[139],"on":[140],"CPU":[141,205],",":[143],"models":[146,169,201],"Linear":[149],"Regression,":[150,153,156],"Decision":[151],"Tree":[152],"Gradient":[154],"Boosting":[155],"Support":[158],"Vector":[159],"Regression":[160],"used.":[162],"addition":[164],"these,":[166],"deep":[167],"Long":[172,177,188],"Short-Term":[173,178],"Memory":[174,179,191],"Bi-directional":[176,187],"also":[181],"been":[182],"evaluated":[183],"our":[185],"approach.":[186],"Short":[189],"Term":[190],"approach":[192],"considered":[194],"more":[195,223],"effective":[196],"compared":[198],"other":[200],"terms":[203],"Utilisation":[206],"Network":[208],"Transmitted":[209],"Throughput":[210],"its":[212],"R2":[213],"score":[214],"close":[216],"1":[218],"hence":[220],"can":[221],"produce":[222],"accurate":[224],"results.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}