{"id":"https://openalex.org/W2790349620","doi":"https://doi.org/10.1109/tsc.2018.2804916","title":"An Effective Classification-Based Framework for Predicting Cloud Capacity Demand in Cloud Services","display_name":"An Effective Classification-Based Framework for Predicting Cloud Capacity Demand in Cloud Services","publication_year":2018,"publication_date":"2018-02-12","ids":{"openalex":"https://openalex.org/W2790349620","doi":"https://doi.org/10.1109/tsc.2018.2804916","mag":"2790349620"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2018.2804916","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2018.2804916","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Services Computing","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":null,"display_name":"Bin Xia","orcid":"https://orcid.org/0000-0002-1292-9752"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]},{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Xia","raw_affiliation_strings":["Jiangsu Key Laboratory of Big Data Security & Intelligent Processing, Nanjing University of Posts and Telecommunications, Nanjing, Jiangsu, P.R. China","School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu, P.R. China"],"raw_orcid":"https://orcid.org/0000-0002-1292-9752","affiliations":[{"raw_affiliation_string":"Jiangsu Key Laboratory of Big Data Security & Intelligent Processing, Nanjing University of Posts and Telecommunications, Nanjing, Jiangsu, P.R. China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu, P.R. China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100455259","display_name":"Tao Li","orcid":"https://orcid.org/0000-0001-9277-1539"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]},{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Tao Li","raw_affiliation_strings":["School of Computer Science & Technology, Nanjing University of Posts and Telecommunications (NJUPT), Nanjing, Jiangsu, P.R. China","School of Computing and Information Sciences, Florida International University, Miami, FL, USA"],"raw_orcid":"https://orcid.org/0000-0001-9277-1539","affiliations":[{"raw_affiliation_string":"School of Computer Science & Technology, Nanjing University of Posts and Telecommunications (NJUPT), Nanjing, Jiangsu, P.R. China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"School of Computing and Information Sciences, Florida International University, Miami, FL, USA","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034395042","display_name":"Qifeng Zhou","orcid":"https://orcid.org/0000-0003-3583-6943"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qifeng Zhou","raw_affiliation_strings":["Automation Department, Xiamen University, Xiamen, Fujian, China"],"raw_orcid":"https://orcid.org/0000-0003-3583-6943","affiliations":[{"raw_affiliation_string":"Automation Department, Xiamen University, Xiamen, Fujian, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090335612","display_name":"Qianmu Li","orcid":"https://orcid.org/0000-0002-0998-1517"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianmu Li","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, Jiangsu, P.R. China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100430263","display_name":"Hong Zhang","orcid":"https://orcid.org/0000-0002-1282-3755"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Zhang","raw_affiliation_strings":["School of Computer Science & Technology, Nanjing University of Posts and Telecommunications (NJUPT), Nanjing, Jiangsu, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science & Technology, Nanjing University of Posts and Telecommunications (NJUPT), Nanjing, Jiangsu, P.R. China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.4429,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.96742218,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"14","issue":"4","first_page":"944","last_page":"956"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9979000091552734,"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":0.9979000091552734,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9933000206947327,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8817627429962158},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7786427140235901},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.7446486949920654},{"id":"https://openalex.org/keywords/capacity-planning","display_name":"Capacity planning","score":0.5358973741531372},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5186730623245239},{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.5054030418395996},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4422111511230469},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35623276233673096},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3282272219657898},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1100427508354187},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09196671843528748}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8817627429962158},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7786427140235901},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7446486949920654},{"id":"https://openalex.org/C2781007418","wikidata":"https://www.wikidata.org/wiki/Q1456934","display_name":"Capacity planning","level":2,"score":0.5358973741531372},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5186730623245239},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.5054030418395996},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4422111511230469},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35623276233673096},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3282272219657898},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1100427508354187},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09196671843528748},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2018.2804916","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2018.2804916","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"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 Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2176184727","display_name":null,"funder_award_id":"91646116","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2874150160","display_name":null,"funder_award_id":"BDSIP1803","funder_id":"https://openalex.org/F4320330337","funder_display_name":"Jiangsu Key Laboratory of Big Data Security and Intelligent Processing"},{"id":"https://openalex.org/G3586897810","display_name":null,"funder_award_id":"61503313","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6837266314","display_name":null,"funder_award_id":"2017J01118","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"},{"id":"https://openalex.org/G7392860923","display_name":null,"funder_award_id":"30916015104","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null},{"id":"https://openalex.org/F4320330337","display_name":"Jiangsu Key Laboratory of Big Data Security and Intelligent Processing","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1512098439","https://openalex.org/W1529355025","https://openalex.org/W1540207844","https://openalex.org/W1678356000","https://openalex.org/W1937843148","https://openalex.org/W1979575715","https://openalex.org/W2008016200","https://openalex.org/W2045287414","https://openalex.org/W2063978378","https://openalex.org/W2075233755","https://openalex.org/W2083357144","https://openalex.org/W2106098710","https://openalex.org/W2107530312","https://openalex.org/W2107633943","https://openalex.org/W2119438912","https://openalex.org/W2122825543","https://openalex.org/W2131148434","https://openalex.org/W2131783215","https://openalex.org/W2133664094","https://openalex.org/W2139212933","https://openalex.org/W2143408306","https://openalex.org/W2145065594","https://openalex.org/W2147210569","https://openalex.org/W2160218441","https://openalex.org/W2163465797","https://openalex.org/W2242104984","https://openalex.org/W2263098707","https://openalex.org/W2403394789","https://openalex.org/W2429600514","https://openalex.org/W2532957030","https://openalex.org/W2606216715","https://openalex.org/W2773800057","https://openalex.org/W2911546748","https://openalex.org/W2949495372","https://openalex.org/W3009009611","https://openalex.org/W3146166473","https://openalex.org/W3152223742","https://openalex.org/W4241115065","https://openalex.org/W6630527977","https://openalex.org/W6632147284","https://openalex.org/W6640660112","https://openalex.org/W6675704460","https://openalex.org/W6683584131","https://openalex.org/W6747116778"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W2785227142","https://openalex.org/W572531444","https://openalex.org/W2945962340","https://openalex.org/W2008016200","https://openalex.org/W2766857375","https://openalex.org/W2146057175"],"abstract_inverted_index":{"The":[0,41],"rapid":[1],"development":[2],"of":[3,11,29,91,109,118,134,142,158,186],"pay-as-you-go":[4],"cloud":[5,12,30,68,92,110],"services":[6],"motivates":[7],"the":[8,16,27,38,50,56,67,83,89,106,115,128,132,139,143,155,160,163,171,180,184],"increasing":[9],"number":[10],"resource":[13,93,111],"demands.":[14,40],"However,":[15],"volatile":[17],"demands":[18,57,112],"bring":[19],"new":[20],"challenges":[21],"for":[22,113],"current":[23],"techniques":[24],"to":[25,87,104,126,153],"minimize":[26],"cost":[28,90,157],"capacity":[31,69],"planning":[32,70],"and":[33,60,75,131,137,179],"VM":[34],"provisioning":[35],"while":[36],"satisfying":[37],"customer":[39],"service":[42],"vendors":[43],"will":[44],"incur":[45],"enormous":[46],"revenue":[47],"loss":[48],"within":[49],"long-term":[51],"inappropriate":[52],"planning,":[53],"especially":[54],"when":[55],"fluctuate":[58],"abruptly":[59],"frequently.":[61],"In":[62,95],"this":[63,96],"paper,":[64],"we":[65,98],"cast":[66],"as":[71],"a":[72],"classification":[73],"problem":[74],"propose":[76],"an":[77,147],"integrated":[78],"framework,":[79,97],"which":[80],"effectively":[81],"predicts":[82],"abrupt":[84],"changing":[85,116,140],"demands,":[86],"reduce":[88],"provisioning.":[94],"first":[99],"apply":[100],"Piecewise":[101],"Linear":[102],"Representation":[103],"segment":[105],"time":[107],"series":[108],"labeling":[114],"trend":[117,141],"each":[119,135],"period.":[120,145],"Second,":[121],"Weighted":[122],"SVM":[123],"is":[124,151],"leveraged":[125],"fit":[127],"statistical":[129],"information":[130],"label":[133],"period":[136],"predict":[138],"following":[144],"Finally,":[146],"incremental":[148],"learning":[149],"strategy":[150],"utilized":[152],"ensure":[154],"low":[156],"updating":[159],"model":[161],"using":[162],"upcoming":[164],"requests.":[165],"We":[166],"evaluate":[167],"our":[168,187],"framework":[169],"on":[170],"IBM":[172],"Smart":[173],"Cloud":[174],"Enterprise":[175],"(SCE)":[176],"trace":[177],"data":[178],"experimental":[181],"results":[182],"show":[183],"effectiveness":[185],"proposed":[188],"framework.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
