{"id":"https://openalex.org/W2584029780","doi":"https://doi.org/10.1109/bigdata.2016.7840634","title":"SLA-based profit optimization for resource management of big data analytics-as-a-service platforms in cloud computing environments","display_name":"SLA-based profit optimization for resource management of big data analytics-as-a-service platforms in cloud computing environments","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2584029780","doi":"https://doi.org/10.1109/bigdata.2016.7840634","mag":"2584029780"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2016.7840634","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840634","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","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/A5101863731","display_name":"Yali Zhao","orcid":"https://orcid.org/0000-0002-0697-5402"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Yali Zhao","raw_affiliation_strings":["The University of Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016459775","display_name":"Rodrigo N. Calheiros","orcid":"https://orcid.org/0000-0001-7435-2445"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rodrigo N. Calheiros","raw_affiliation_strings":["Westem Sydney University, Australia"],"affiliations":[{"raw_affiliation_string":"Westem Sydney University, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101609697","display_name":"James Bailey","orcid":"https://orcid.org/0000-0002-3769-3811"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"James Bailey","raw_affiliation_strings":["The University of Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039872140","display_name":"Richard Sinnott","orcid":"https://orcid.org/0000-0001-5998-222X"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Richard Sinnott","raw_affiliation_strings":["The University of Melbourne, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101863731"],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":null,"apc_paid":null,"fwci":7.2982,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.97143599,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"432","last_page":"441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9972000122070312,"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"}},{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9735999703407288,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8109551072120667},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7859319448471069},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7717882394790649},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7168877720832825},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6350984573364258},{"id":"https://openalex.org/keywords/service-level-agreement","display_name":"Service-level agreement","score":0.5468541979789734},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5276963710784912},{"id":"https://openalex.org/keywords/profit","display_name":"Profit (economics)","score":0.46749603748321533},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4255833327770233},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.42348620295524597},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4227755069732666},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.23385551571846008},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.15601912140846252},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0904829204082489},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.0785735547542572}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8109551072120667},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7859319448471069},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7717882394790649},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7168877720832825},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6350984573364258},{"id":"https://openalex.org/C2778160497","wikidata":"https://www.wikidata.org/wiki/Q869830","display_name":"Service-level agreement","level":3,"score":0.5468541979789734},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5276963710784912},{"id":"https://openalex.org/C181622380","wikidata":"https://www.wikidata.org/wiki/Q26911","display_name":"Profit (economics)","level":2,"score":0.46749603748321533},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4255833327770233},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.42348620295524597},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4227755069732666},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.23385551571846008},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.15601912140846252},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0904829204082489},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0785735547542572},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2016.7840634","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840634","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W13901337","https://openalex.org/W1625108039","https://openalex.org/W1973747955","https://openalex.org/W1985520732","https://openalex.org/W1991527372","https://openalex.org/W1997046042","https://openalex.org/W1999049191","https://openalex.org/W2030792561","https://openalex.org/W2030896690","https://openalex.org/W2042128496","https://openalex.org/W2045287414","https://openalex.org/W2071989194","https://openalex.org/W2079031056","https://openalex.org/W2086395677","https://openalex.org/W2091765165","https://openalex.org/W2095178757","https://openalex.org/W2125262761","https://openalex.org/W2131545101","https://openalex.org/W2159128662","https://openalex.org/W2184900279","https://openalex.org/W2275530856","https://openalex.org/W2295702196","https://openalex.org/W2414950715","https://openalex.org/W2527308207","https://openalex.org/W6670044421","https://openalex.org/W6686249456","https://openalex.org/W6716362727"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W4245701730","https://openalex.org/W2511794504","https://openalex.org/W2911648135","https://openalex.org/W3092201768","https://openalex.org/W2886451445","https://openalex.org/W3108449883","https://openalex.org/W2551093110","https://openalex.org/W2796632413"],"abstract_inverted_index":{"The":[0],"value":[1],"that":[2,165,180],"can":[3,97],"be":[4],"extracted":[5],"from":[6],"big":[7,37,90],"data":[8,14,38,53,60,91],"greatly":[9,33],"motivates":[10],"organizations":[11],"to":[12,58,119,130,139,196],"explore":[13],"analytics":[15,39,61,92],"technologies":[16],"for":[17,84,123,168,174],"better":[18,188],"decision":[19],"making":[20],"and":[21,35,43,48,103,114,137,151,159,171,192],"problem":[22,158],"solving":[23],"in":[24,65,69,189],"a":[25,70],"wide":[26],"range":[27],"of":[28,101],"application":[29],"domains.":[30],"Cloud":[31],"computing":[32,45,67],"eases":[34],"benefits":[36],"by":[40],"offering":[41],"on-demand":[42],"scalable":[44,115],"infrastructures,":[46],"platforms,":[47],"applications":[49],"as":[50,62,72,89],"services.":[51],"Big":[52],"Analytics-as-a-Service":[54],"(AaaS)":[55],"platforms":[56,86,125,170],"aim":[57],"deliver":[59],"consumable":[63],"services":[64,129],"cloud":[66],"environments":[68],"pay":[71],"you":[73],"go":[74],"model":[75,150],"with":[76,132,143],"Service":[77],"Level":[78],"Agreement":[79],"(SLA)":[80],"guarantees.":[81],"Resource":[82],"scheduling":[83,117,157,163,184,199],"AaaS":[85,124,128,169],"is":[87],"significant":[88],"requires":[93],"large-scale":[94],"computing,":[95],"which":[96],"consume":[98],"huge":[99],"amounts":[100],"resources":[102],"incur":[104],"high":[105],"resource":[106,116,156],"costs.":[107,145],"Our":[108],"research":[109],"focuses":[110],"on":[111,135],"proposing":[112],"automatic":[113],"algorithms":[118],"maximize":[120],"the":[121,153,181,197],"profits":[122,167],"while":[126],"delivering":[127],"users":[131],"SLA":[133],"guarantees":[134,172],"budgets":[136],"deadlines":[138],"allow":[140],"timely":[141],"responses":[142],"controllable":[144],"In":[146],"this":[147],"paper,":[148],"we":[149],"formulate":[152],"profit":[154,182,193],"optimization":[155,162,183],"propose":[160],"an":[161],"algorithm":[164,185],"maximizes":[166],"SLAs":[173],"query":[175],"requests.":[176],"Experimental":[177],"evaluations":[178],"show":[179],"performs":[186],"significantly":[187],"cost":[190],"saving":[191],"enhancement":[194],"compared":[195],"state-of-the-art":[198],"algorithms.":[200]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}