{"id":"https://openalex.org/W2589755300","doi":"https://doi.org/10.1109/access.2017.2672675","title":"MEST: A Model-Driven Efficient Searching Approach for MapReduce Self-Tuning","display_name":"MEST: A Model-Driven Efficient Searching Approach for MapReduce Self-Tuning","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2589755300","doi":"https://doi.org/10.1109/access.2017.2672675","mag":"2589755300"},"language":"en","primary_location":{"id":"doi:10.1109/access.2017.2672675","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2672675","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2017.2672675","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022223674","display_name":"Zhendong Bei","orcid":"https://orcid.org/0000-0001-6875-5539"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhendong Bei","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]},{"raw_affiliation_string":"Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048614443","display_name":"Zhibin Yu","orcid":"https://orcid.org/0000-0001-8067-9612"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibin Yu","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069348195","display_name":"Qixiao Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qixiao Liu","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012773300","display_name":"Chengzhong Xu","orcid":"https://orcid.org/0000-0001-9480-0356"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengzhong Xu","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101952645","display_name":"Shengzhong Feng","orcid":"https://orcid.org/0000-0002-6225-2815"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengzhong Feng","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100731553","display_name":"Shuang Song","orcid":"https://orcid.org/0000-0002-0037-1499"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuang Song","raw_affiliation_strings":["The University of Texas at Austin, Austin, TX, USA"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin, Austin, TX, USA","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5022223674"],"corresponding_institution_ids":["https://openalex.org/I4210145761","https://openalex.org/I4210165038"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.869,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.94165516,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"5","issue":null,"first_page":"3580","last_page":"3593"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9994000196456909,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9994000196456909,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9959999918937683,"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":0.9896000027656555,"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/computer-science","display_name":"Computer science","score":0.8975046873092651},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.6460304856300354},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5819479823112488},{"id":"https://openalex.org/keywords/execution-time","display_name":"Execution time","score":0.504524827003479},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.4740462303161621},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.45316898822784424},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4210977256298065},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4182935655117035},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.2617459297180176},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24100828170776367},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.21592387557029724},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11801612377166748},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11144381761550903}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8975046873092651},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.6460304856300354},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5819479823112488},{"id":"https://openalex.org/C2989134064","wikidata":"https://www.wikidata.org/wiki/Q288510","display_name":"Execution time","level":2,"score":0.504524827003479},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.4740462303161621},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.45316898822784424},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4210977256298065},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4182935655117035},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.2617459297180176},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24100828170776367},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.21592387557029724},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11801612377166748},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11144381761550903}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2017.2672675","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2672675","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d4ae37dbf8114718a84c8bef72a908f8","is_oa":true,"landing_page_url":"https://doaj.org/article/d4ae37dbf8114718a84c8bef72a908f8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 5, Pp 3580-3593 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2017.2672675","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2017.2672675","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5400000214576721}],"awards":[{"id":"https://openalex.org/G3736812512","display_name":null,"funder_award_id":"2016YFB1000204","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6043401331","display_name":null,"funder_award_id":"U1401258","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W136979389","https://openalex.org/W137316345","https://openalex.org/W1594031697","https://openalex.org/W1794174336","https://openalex.org/W1834532152","https://openalex.org/W1861377444","https://openalex.org/W1968573882","https://openalex.org/W2002472616","https://openalex.org/W2011973765","https://openalex.org/W2021157678","https://openalex.org/W2047094503","https://openalex.org/W2068338745","https://openalex.org/W2103434431","https://openalex.org/W2114896543","https://openalex.org/W2122410182","https://openalex.org/W2155072926","https://openalex.org/W2171539112","https://openalex.org/W2185872832","https://openalex.org/W2251801071","https://openalex.org/W2293353661","https://openalex.org/W2294316975","https://openalex.org/W2318383848","https://openalex.org/W2483031229","https://openalex.org/W2506573497","https://openalex.org/W2999515616","https://openalex.org/W4235985402","https://openalex.org/W4285719527","https://openalex.org/W4297814130","https://openalex.org/W6605496753","https://openalex.org/W6605595552","https://openalex.org/W6638329389","https://openalex.org/W6639007902","https://openalex.org/W6639193275","https://openalex.org/W6686602169","https://openalex.org/W6721836249"],"related_works":["https://openalex.org/W2161444195","https://openalex.org/W2985540061","https://openalex.org/W2185012154","https://openalex.org/W4252521128","https://openalex.org/W2104014222","https://openalex.org/W4287867321","https://openalex.org/W2911183501","https://openalex.org/W2589019771","https://openalex.org/W2345523543","https://openalex.org/W2159950491"],"abstract_inverted_index":{"Hadoop":[0,36,95],"is":[1,62],"the":[2,8,40,68,85,89,105,110,118,155,169],"most":[3],"popular":[4],"implementation":[5],"framework":[6,82],"of":[7,17,49,92,161],"MapReduce":[9],"programming":[10],"model,":[11],"and":[12,51,126,147,163],"it":[13],"has":[14],"a":[15,46,81,93,100],"number":[16],"performance-critical":[18],"configuration":[19,91],"parameters.":[20],"However,":[21],"manually":[22],"setting":[23],"these":[24],"parameters":[25],"to":[26,67],"their":[27],"optimal":[28,90],"values":[29],"not":[30],"only":[31],"needs":[32],"in-depth":[33],"knowledge":[34],"on":[35,165],"as":[37,39],"well":[38],"job":[41],"itself,":[42],"but":[43],"also":[44],"requires":[45],"large":[47],"amount":[48],"time":[50,120],"efforts.":[52],"Automatic":[53],"approaches":[54],"have":[55,98],"therefore":[56],"been":[57],"proposed.":[58],"Their":[59],"usage,":[60],"however,":[61],"still":[63],"quite":[64],"limited":[65],"due":[66],"intolerably":[69],"long":[70],"searching":[71,86,119,127,156],"time.":[72],"In":[73],"this":[74],"paper,":[75],"we":[76],"introduce":[77],"MapreducE":[78],"Self-Tuning":[79],"(MEST),":[80],"that":[83,152],"accelerates":[84],"process":[87],"for":[88,132],"given":[94],"application.":[96],"We":[97],"devised":[99],"novel":[101],"mechanism":[102],"by":[103,121,159],"integrating":[104],"model":[106],"trees":[107],"algorithm":[108],"with":[109,141],"genetic":[111],"algorithm.":[112],"As":[113],"such,":[114],"MEST":[115,153],"significantly":[116],"reduces":[117],"removing":[122],"unnecessary":[123],"profiling,":[124],"modeling,":[125],"steps,":[128],"which":[129],"are":[130],"mandatory":[131],"existing":[133],"approaches.":[134],"Our":[135],"experiments":[136],"using":[137],"five":[138],"benchmarks,":[139],"each":[140],"two":[142],"input":[143],"data":[144],"sets":[145],"(DS1":[146],"2\u00d7":[148],"DS1":[149],")":[150],"show":[151],"improves":[154],"efficiency":[157],"(SE)":[158],"factors":[160],"1.37\u00d7":[162],"2.18\u00d7$":[164],"average":[166],"respectively":[167],"over":[168],"state-of-the-art":[170],"approach.":[171]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}