{"id":"https://openalex.org/W3120169889","doi":"https://doi.org/10.1109/nca51143.2020.9306720","title":"A2Cloud-cc: A Machine Learning Council to Guide Cloud Resource Selection for Scientific Applications","display_name":"A2Cloud-cc: A Machine Learning Council to Guide Cloud Resource Selection for Scientific Applications","publication_year":2020,"publication_date":"2020-11-24","ids":{"openalex":"https://openalex.org/W3120169889","doi":"https://doi.org/10.1109/nca51143.2020.9306720","mag":"3120169889"},"language":"en","primary_location":{"id":"doi:10.1109/nca51143.2020.9306720","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nca51143.2020.9306720","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 19th International Symposium on Network Computing and Applications (NCA)","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/A5017411364","display_name":"Lisa Her","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lisa Her","raw_affiliation_strings":["School of Engineering and Computer Science, University of the Pacific"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, University of the Pacific","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049795016","display_name":"Syeduzzaman Khan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Syeduzzaman Khan","raw_affiliation_strings":["School of Engineering and Computer Science, University of the Pacific"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, University of the Pacific","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008928707","display_name":"David Samuel","orcid":"https://orcid.org/0000-0003-2866-1022"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"David Samuel","raw_affiliation_strings":["School of Engineering and Computer Science, University of the Pacific"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, University of the Pacific","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013712959","display_name":"Xusheng Ai","orcid":"https://orcid.org/0000-0001-5629-9134"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xusheng Ai","raw_affiliation_strings":["School of Engineering and Computer Science, University of the Pacific"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, University of the Pacific","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101824923","display_name":"Sixia Chen","orcid":"https://orcid.org/0000-0003-1534-727X"},"institutions":[{"id":"https://openalex.org/I154264771","display_name":"Central Connecticut State University","ror":"https://ror.org/054gzqw08","country_code":"US","type":"education","lineage":["https://openalex.org/I154264771","https://openalex.org/I4210132746"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sixia Chen","raw_affiliation_strings":["Department of Computer Science, Central Connecticut State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Central Connecticut State University","institution_ids":["https://openalex.org/I154264771"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078728251","display_name":"Vivek K. Pallipuram","orcid":"https://orcid.org/0000-0002-3721-3814"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vivek K. Pallipuram","raw_affiliation_strings":["School of Engineering and Computer Science, University of the Pacific"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, University of the Pacific","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.19109934,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9984999895095825,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9972000122070312,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9750000238418579,"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/computer-science","display_name":"Computer science","score":0.8159924745559692},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7739174962043762},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.7481545209884644},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6442532539367676},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6072249412536621},{"id":"https://openalex.org/keywords/analytic-hierarchy-process","display_name":"Analytic hierarchy process","score":0.5661534667015076},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5649856328964233},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5516088604927063},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.5208866596221924},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5137873291969299},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45691993832588196},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.4026930332183838},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3681059777736664},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.20663970708847046},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.16953137516975403},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11576777696609497}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8159924745559692},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7739174962043762},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.7481545209884644},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6442532539367676},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6072249412536621},{"id":"https://openalex.org/C87345402","wikidata":"https://www.wikidata.org/wiki/Q485202","display_name":"Analytic hierarchy process","level":2,"score":0.5661534667015076},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5649856328964233},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5516088604927063},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.5208866596221924},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5137873291969299},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45691993832588196},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4026930332183838},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3681059777736664},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.20663970708847046},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.16953137516975403},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11576777696609497},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/nca51143.2020.9306720","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nca51143.2020.9306720","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 19th International Symposium on Network Computing and Applications (NCA)","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarlycommons.pacific.edu:soecs-facpres-1467","is_oa":false,"landing_page_url":"https://scholarlycommons.pacific.edu/soecs-facpres/467","pdf_url":null,"source":{"id":"https://openalex.org/S4306400314","display_name":"Scholarly Commons (University of the Pacific)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119942576","host_organization_name":"University of the Pacific","host_organization_lineage":["https://openalex.org/I119942576"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"All Faculty Presentations - School of Engineering and Computer Science","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W158950929","https://openalex.org/W1503398984","https://openalex.org/W2047109571","https://openalex.org/W2097018235","https://openalex.org/W2331206060","https://openalex.org/W2752189352","https://openalex.org/W2762963027","https://openalex.org/W2771963882","https://openalex.org/W2794539007","https://openalex.org/W2796167661","https://openalex.org/W2799033585","https://openalex.org/W2892301027","https://openalex.org/W2989566862","https://openalex.org/W2989762449","https://openalex.org/W3013255583","https://openalex.org/W3045007969","https://openalex.org/W3104002830","https://openalex.org/W6824129819"],"related_works":["https://openalex.org/W2772628444","https://openalex.org/W1484355083","https://openalex.org/W4220714703","https://openalex.org/W2098758514","https://openalex.org/W2735929803","https://openalex.org/W3008845055","https://openalex.org/W2170391450","https://openalex.org/W4376854386","https://openalex.org/W2202724490","https://openalex.org/W2508671622"],"abstract_inverted_index":{"We":[0,146],"present":[1],"the":[2,29,37,67,107,111,115,126,139,148],"A2Cloud-cc":[3],"suite:":[4],"a":[5,75,134,179],"multi-agent":[6],"recommender":[7],"system":[8],"to":[9,52,74,113,132,175],"facilitate":[10],"Cloud":[11,42,155],"resource":[12],"selection":[13],"for":[14,78,119,142],"scientific":[15,164],"applications.":[16],"The":[17,47,171],"suite":[18,149],"comprises":[19,83],"two":[20,163],"components:":[21],"A2Cloud":[22,27,70,108],"framework":[23,48],"and":[24,40,64,92,97,144,153,181],"Council-of-Classifiers":[25],"(CC).":[26],"provides":[28],"first":[30],"level":[31],"of":[32,59],"instance":[33,120,127,188],"recommendation":[34,136],"by":[35],"profiling":[36],"target":[38],"application":[39],"selected":[41],"instances":[43,156],"using":[44,150],"hardware":[45],"benchmarks.":[46],"uses":[49],"this":[50,72],"information":[51],"generate":[53],"objective":[54],"scores":[55],"that":[56,137,184],"are":[57],"representatives":[58],"an":[60],"application's":[61],"execution":[62],"time":[63],"cost":[65],"on":[66],"chosen":[68],"instances.":[69],"saves":[71],"analysis":[73,109],"public":[76],"database":[77,112],"scalable":[79],"machine-learning":[80],"(ML).":[81],"CC":[82,105],"three":[84,116],"ML":[85,117,130],"agents":[86,118,131],"including":[87],"collaborative":[88],"filtering,":[89],"Na\u00efve":[90],"Bayes',":[91],"multinomial":[93],"logistic":[94],"regression":[95],"classifiers;":[96],"one":[98],"decision-making":[99],"agent:":[100],"analytic":[101],"hierarchy":[102],"process":[103],"(AHP).":[104],"downloads":[106],"from":[110,129,157],"train":[114,147],"recommendation.":[121],"During":[122],"testing,":[123],"AHP":[124],"pools":[125],"recommendations":[128],"yield":[133,166],"single":[135],"satisfies":[138],"user's":[140],"preference":[141],"performance":[143],"cost.":[145],"8":[151],"applications":[152,165],"20":[154],"multiple":[158],"providers.":[159],"Our":[160],"testing":[161],"with":[162,178,186],"prediction":[167],"accuracy":[168],"over":[169],"90%.":[170],"suite's":[172],"aim":[173],"is":[174],"provide":[176],"users":[177],"sustainable":[180],"user-contributed":[182],"platform":[183],"assists":[185],"cost-effective":[187],"selection.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}