{"id":"https://openalex.org/W4206709239","doi":"https://doi.org/10.1109/bibm52615.2021.9669152","title":"Resource Prediction Service for Efficient Execution of Bioinformatics Workflows in Federated Cloud with Machine Learning","display_name":"Resource Prediction Service for Efficient Execution of Bioinformatics Workflows in Federated Cloud with Machine Learning","publication_year":2021,"publication_date":"2021-12-09","ids":{"openalex":"https://openalex.org/W4206709239","doi":"https://doi.org/10.1109/bibm52615.2021.9669152"},"language":"en","primary_location":{"id":"doi:10.1109/bibm52615.2021.9669152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669152","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5023022525","display_name":"Matheus de Carvalho Sobrinho","orcid":null},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Matheus Sobrinho","raw_affiliation_strings":["Department of Computer Science, University of Bras\u00edlia, Bras\u00edlia, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bras\u00edlia, Bras\u00edlia, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082309320","display_name":"Michel Rosa","orcid":"https://orcid.org/0000-0002-0860-1834"},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Michel Rosa","raw_affiliation_strings":["Department of Computer Science, University of Bras\u00edlia, Bras\u00edlia, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bras\u00edlia, Bras\u00edlia, Brazil","institution_ids":["https://openalex.org/I150729083"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004814984","display_name":"Waldeyr Mendes Cordeiro da Silva","orcid":"https://orcid.org/0000-0002-8660-6331"},"institutions":[{"id":"https://openalex.org/I4210132153","display_name":"Instituto Federal de Goi\u00e1s","ror":"https://ror.org/03gq9pd80","country_code":"BR","type":"education","lineage":["https://openalex.org/I4210132153"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Waldeyr Silva","raw_affiliation_strings":["NEP-Bio Cerrado Federal Institute of Goi\u00e1s, Formosa, Brazil"],"affiliations":[{"raw_affiliation_string":"NEP-Bio Cerrado Federal Institute of Goi\u00e1s, Formosa, Brazil","institution_ids":["https://openalex.org/I4210132153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031701924","display_name":"Alet\u00e9ia Ara\u00fajo","orcid":"https://orcid.org/0000-0003-4645-6700"},"institutions":[{"id":"https://openalex.org/I150729083","display_name":"Universidade de Bras\u00edlia","ror":"https://ror.org/02xfp8v59","country_code":"BR","type":"education","lineage":["https://openalex.org/I150729083"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Aleteia Araujo","raw_affiliation_strings":["Department of Computer Science, University of Bras\u00edlia, Bras\u00edlia, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Bras\u00edlia, Bras\u00edlia, Brazil","institution_ids":["https://openalex.org/I150729083"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023022525"],"corresponding_institution_ids":["https://openalex.org/I150729083"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26532152,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":null,"first_page":"1975","last_page":"1983"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9980000257492065,"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":0.9980000257492065,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9857000112533569,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8690966367721558},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8553417921066284},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7675986886024475},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5437769293785095},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.5402725338935852},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5279628038406372},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.5019810199737549},{"id":"https://openalex.org/keywords/service-provider","display_name":"Service provider","score":0.44848689436912537},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4416041076183319},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.43138325214385986},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.42219799757003784},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3569990396499634},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2935411334037781},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.23622792959213257},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13442599773406982}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8690966367721558},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8553417921066284},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7675986886024475},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5437769293785095},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.5402725338935852},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5279628038406372},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.5019810199737549},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.44848689436912537},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4416041076183319},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.43138325214385986},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.42219799757003784},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3569990396499634},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2935411334037781},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.23622792959213257},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13442599773406982},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","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/bibm52615.2021.9669152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm52615.2021.9669152","pdf_url":null,"source":{"id":"https://openalex.org/S4363607735","display_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"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":33,"referenced_works":["https://openalex.org/W1970275772","https://openalex.org/W2095481105","https://openalex.org/W2097065948","https://openalex.org/W2101234009","https://openalex.org/W2119438912","https://openalex.org/W2121180999","https://openalex.org/W2124985265","https://openalex.org/W2126419817","https://openalex.org/W2133664094","https://openalex.org/W2134522095","https://openalex.org/W2136674746","https://openalex.org/W2154513453","https://openalex.org/W2157188908","https://openalex.org/W2172064003","https://openalex.org/W2258605120","https://openalex.org/W2803305036","https://openalex.org/W2809539044","https://openalex.org/W2811469403","https://openalex.org/W2891974069","https://openalex.org/W2891976039","https://openalex.org/W2910172404","https://openalex.org/W2922482445","https://openalex.org/W2951642938","https://openalex.org/W2992408700","https://openalex.org/W2997776631","https://openalex.org/W3008868450","https://openalex.org/W3011301256","https://openalex.org/W3044291118","https://openalex.org/W3104906823","https://openalex.org/W3183868408","https://openalex.org/W4236236547","https://openalex.org/W4246491055","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W79913212","https://openalex.org/W2094884983","https://openalex.org/W2378898096","https://openalex.org/W560952460","https://openalex.org/W2290927522","https://openalex.org/W4283579741","https://openalex.org/W3066706303","https://openalex.org/W876159576","https://openalex.org/W2618592742","https://openalex.org/W98143440"],"abstract_inverted_index":{"Cloud":[0,21],"federation":[1,52,152],"emerged":[2],"to":[3,18,28,56,86,109],"extend":[4],"the":[5,19,91,94,98,101,107,111,159],"resources":[6,45,153],"available":[7,46],"between":[8],"different":[9],"interconnected":[10],"cloud":[11,151],"providers":[12,49],"for":[13,31,61,122,150,163],"transparent":[14],"and":[15,88,97,116,126,135,148],"unlimited":[16],"availability":[17],"end-user.":[20],"orchestration":[22],"platforms":[23],"have":[24],"become":[25],"a":[26,51,58,67,77,83,132,136],"way":[27],"centralize":[29],"demands":[30],"high":[32],"computational":[33],"power":[34],"in":[35,50],"applications":[36],"such":[37],"as":[38,129,131],"Bioinformatics":[39],"workflows.":[40,63],"The":[41,139],"large":[42],"quantity":[43],"of":[44],"among":[47],"several":[48],"makes":[53],"it":[54],"challenging":[55],"choose":[57],"suitable":[59],"one":[60],"particular":[62],"This":[64],"work":[65],"proposes":[66],"Machine":[68],"Learning":[69],"Resource":[70],"Prediction":[71],"Service":[72],"called":[73],"sPCRAM.":[74],"sPCRAM":[75,104,143],"uses":[76],"machine":[78],"learning":[79],"model":[80],"combined":[81],"with":[82],"GRASP":[84],"metaheuristic":[85],"transparently":[87],"adequately":[89],"dimension":[90],"resources,":[92],"determining":[93],"monetary":[95],"cost":[96,149],"runtime":[99,147],"before":[100],"workflow":[102],"execution.":[103],"interactively":[105],"allows":[106],"user":[108],"set":[110],"execution":[112],"type,":[113],"calibrate":[114],"time":[115],"cost.":[117,138],"Such":[118],"executions":[119],"can":[120,144],"have,":[121],"example,":[123],"long":[124],"duration":[125,134],"low":[127],"cost,":[128],"well":[130],"shorter":[133],"higher":[137],"results":[140],"demonstrate":[141],"that":[142],"appropriately":[145],"estimate":[146],"on":[154],"average":[155],"97,70%":[156],"faster":[157],"than":[158],"brute":[160],"force":[161],"technique":[162],"resource":[164],"selection.":[165]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
