{"id":"https://openalex.org/W3184129869","doi":"https://doi.org/10.32614/rj-2021-065","title":"The bdpar Package: Big Data Pipelining Architecture for R","display_name":"The bdpar Package: Big Data Pipelining Architecture for R","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3184129869","doi":"https://doi.org/10.32614/rj-2021-065","mag":"3184129869"},"language":"en","primary_location":{"id":"doi:10.32614/rj-2021-065","is_oa":true,"landing_page_url":"https://doi.org/10.32614/rj-2021-065","pdf_url":"https://journal.r-project.org/archive/2021/RJ-2021-065/RJ-2021-065.pdf","source":{"id":"https://openalex.org/S2489169438","display_name":"The R Journal","issn_l":"2073-4859","issn":["2073-4859"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The R Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journal.r-project.org/archive/2021/RJ-2021-065/RJ-2021-065.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087824908","display_name":"Miguel Ferreiro-D\u00edaz","orcid":"https://orcid.org/0000-0002-7794-6449"},"institutions":[{"id":"https://openalex.org/I4210091478","display_name":"Galicia Sur Biomedical Foundation","ror":"https://ror.org/00jdfsf63","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210091478"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]},{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Miguel Ferreiro-D\u00edaz","raw_affiliation_strings":["Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","Department of Computer Science SING Research Group, University of Vigo, Spain","Department of Statistics and Operations Research SiDOR Research Group, University of Vigo"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","institution_ids":["https://openalex.org/I4210091478","https://openalex.org/I4210158352"]},{"raw_affiliation_string":"CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Computer Science SING Research Group, University of Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Statistics and Operations Research SiDOR Research Group, University of Vigo","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tom\u00e1s,R. Cotos-Y\u00e1\u00f1ez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091478","display_name":"Galicia Sur Biomedical Foundation","ror":"https://ror.org/00jdfsf63","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210091478"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]},{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Tom\u00e1s,R. Cotos-Y\u00e1\u00f1ez","raw_affiliation_strings":["Department of Computer Science SING Research Group, University of Vigo, Spain","Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","Department of Statistics and Operations Research SiDOR Research Group, University of Vigo"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science SING Research Group, University of Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","institution_ids":["https://openalex.org/I4210091478","https://openalex.org/I4210158352"]},{"raw_affiliation_string":"CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Statistics and Operations Research SiDOR Research Group, University of Vigo","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109809185","display_name":"R Jos\u00e9","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091478","display_name":"Galicia Sur Biomedical Foundation","ror":"https://ror.org/00jdfsf63","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210091478"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]},{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9,R. M\u00e9ndez","raw_affiliation_strings":["Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","Department of Statistics and Operations Research SiDOR Research Group, University of Vigo","Department of Computer Science SING Research Group, University of Vigo, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","institution_ids":["https://openalex.org/I4210091478","https://openalex.org/I4210158352"]},{"raw_affiliation_string":"CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Statistics and Operations Research SiDOR Research Group, University of Vigo","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Computer Science SING Research Group, University of Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089801683","display_name":"David Ruano-Ord\u00e1s","orcid":"https://orcid.org/0000-0002-6050-373X"},"institutions":[{"id":"https://openalex.org/I4210091478","display_name":"Galicia Sur Biomedical Foundation","ror":"https://ror.org/00jdfsf63","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210091478"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]},{"id":"https://openalex.org/I6289922","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595","country_code":"ES","type":"education","lineage":["https://openalex.org/I6289922"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Ruano-Ord\u00e1s","raw_affiliation_strings":["CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","Department of Computer Science SING Research Group, University of Vigo, Spain","Department of Statistics and Operations Research SiDOR Research Group, University of Vigo","Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain"],"affiliations":[{"raw_affiliation_string":"CINBIO -Centro de Investigaciones Biom\u00e9dicas, University of Vigo, Campus Universitario Lagoas-Marcosende, 36310 Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Computer Science SING Research Group, University of Vigo, Spain","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Statistics and Operations Research SiDOR Research Group, University of Vigo","institution_ids":["https://openalex.org/I6289922"]},{"raw_affiliation_string":"Department of Computer Science SING Research Group, Galicia Sur Health Research Institute (IIS Galicia Sur), SERGAS-UVIGO, Spain","institution_ids":["https://openalex.org/I4210091478","https://openalex.org/I4210158352"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5087824908"],"corresponding_institution_ids":["https://openalex.org/I4210091478","https://openalex.org/I4210158352","https://openalex.org/I6289922"],"apc_list":null,"apc_paid":null,"fwci":0.2846,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61870076,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"13","issue":"1","first_page":"130","last_page":"130"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.992900013923645,"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":0.992900013923645,"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/T13398","display_name":"Data Analysis with R","score":0.9713000059127808,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9412000179290771,"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":0.6748001575469971},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5915381908416748},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5581520199775696},{"id":"https://openalex.org/keywords/r-package","display_name":"R package","score":0.49591001868247986},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4767378568649292},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4651407301425934},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.3252885937690735},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2607446610927582},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.16948264837265015},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.08068591356277466}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6748001575469971},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5915381908416748},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5581520199775696},{"id":"https://openalex.org/C2984074130","wikidata":"https://www.wikidata.org/wiki/Q73539779","display_name":"R package","level":2,"score":0.49591001868247986},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4767378568649292},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4651407301425934},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3252885937690735},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2607446610927582},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.16948264837265015},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.08068591356277466}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32614/rj-2021-065","is_oa":true,"landing_page_url":"https://doi.org/10.32614/rj-2021-065","pdf_url":"https://journal.r-project.org/archive/2021/RJ-2021-065/RJ-2021-065.pdf","source":{"id":"https://openalex.org/S2489169438","display_name":"The R Journal","issn_l":"2073-4859","issn":["2073-4859"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The R Journal","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.unl.edu:r-journal-1085","is_oa":false,"landing_page_url":"https://digitalcommons.unl.edu/r-journal/27","pdf_url":null,"source":{"id":"https://openalex.org/S4306513441","display_name":"Insecta mundi","issn_l":"0749-6737","issn":["0749-6737","1942-1354","1942-1362"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310316217","host_organization_name":"Center for Systematic Entomology","host_organization_lineage":["https://openalex.org/P4310316217"],"host_organization_lineage_names":["Center for Systematic Entomology"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"The R Journal","raw_type":"text"}],"best_oa_location":{"id":"doi:10.32614/rj-2021-065","is_oa":true,"landing_page_url":"https://doi.org/10.32614/rj-2021-065","pdf_url":"https://journal.r-project.org/archive/2021/RJ-2021-065/RJ-2021-065.pdf","source":{"id":"https://openalex.org/S2489169438","display_name":"The R Journal","issn_l":"2073-4859","issn":["2073-4859"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The R Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.6499999761581421}],"awards":[{"id":"https://openalex.org/G2631452109","display_name":null,"funder_award_id":"(ERDF)","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G4541574921","display_name":null,"funder_award_id":"TIN2017-84658-C2-1-R","funder_id":"https://openalex.org/F4320326655","funder_display_name":"Xunta de Galicia"},{"id":"https://openalex.org/G8708971385","display_name":null,"funder_award_id":"TIN2017-84658-C2-1-R","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320324091","display_name":"Universidade de Vigo","ror":"https://ror.org/05rdf8595"},{"id":"https://openalex.org/F4320326655","display_name":"Xunta de Galicia","ror":"https://ror.org/0181xnw06"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3184129869.pdf","grobid_xml":"https://content.openalex.org/works/W3184129869.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W1505837402","https://openalex.org/W1627599966","https://openalex.org/W2040263621","https://openalex.org/W2044760131","https://openalex.org/W2161793142","https://openalex.org/W2165093166","https://openalex.org/W2187877333","https://openalex.org/W2290323698","https://openalex.org/W2485406225","https://openalex.org/W2587645740","https://openalex.org/W2784852797","https://openalex.org/W4212867045","https://openalex.org/W4390723842","https://openalex.org/W4399522396","https://openalex.org/W4399531675","https://openalex.org/W4399590352","https://openalex.org/W4399612255"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W4255224757","https://openalex.org/W2499527417"],"abstract_inverted_index":{"In":[0],"the":[1,26,36,60,67,93,113,124,134,155,174,184,188,199,209],"last":[2],"years,":[3],"big":[4],"data":[5,43,108,145,168],"has":[6,65],"become":[7,66],"a":[8,53,56,86,127,191],"useful":[9],"paradigm":[10,95],"for":[11],"taking":[12],"advantage":[13],"of":[14,28,38,62,71,77,126,157,190,201],"multiple":[15,103],"sources":[16],"to":[17,34,55,101,111,136,176,183,197],"find":[18,205],"relevant":[19],"knowledge":[20],"in":[21],"real":[22],"domains":[23],"(such":[24],"as":[25,122],"design":[27,138],"personalized":[29],"marketing":[30],"campaigns":[31],"or":[32,179],"helping":[33],"palliate":[35],"effects":[37],"several":[39],"fatal":[40],"diseases).":[41],"Big":[42],"programming":[44],"tools":[45],"and":[46,73,115,139,148,169],"methods":[47],"have":[48],"evolved":[49],"over":[50,106],"time":[51],"from":[52],"MapReduce":[54],"pipeline-based":[57,90],"archetype.":[58],"Concretely":[59],"use":[61],"pipelining":[63],"schemes":[64],"most":[68],"reliable":[69],"way":[70],"processing":[72],"analyzing":[74],"large":[75],"amounts":[76],"data.":[78],"To":[79],"this":[80,82],"end,":[81],"work":[83],"introduces":[84],"bdpar,":[85],"new":[87,141,165],"highly":[88],"customizable":[89],"framework":[91],"(using":[92],"OOP":[94],"provided":[96],"by":[97],"R6":[98],"package)":[99],"able":[100],"execute":[102],"preprocessing":[104],"tasks":[105],"heterogeneous":[107],"sources.":[109],"Moreover,":[110],"increase":[112],"flexibility":[114],"performance,":[116],"bdpar":[117],"provides":[118],"helpful":[119],"features":[120],"such":[121],"(i)":[123],"definition":[125],"novel":[128],"object-based":[129],"pipe":[130],"operator":[131],"(%>|%),":[132],"(ii)":[133],"ability":[135],"easily":[137],"deploy":[140],"(and":[142,204],"customized)":[143],"input":[144,167],"parsers,":[146],"tasks,":[147],"pipelines,":[149],"(iii)":[150],"only-once":[151],"execution":[152,156],"which":[153,194],"avoids":[154],"previously":[158],"processed":[159],"information":[160],"(instances),":[161],"guaranteeing":[162],"that":[163],"only":[164],"both":[166],"pipelines":[170],"are":[171],"executed,":[172],"(iv)":[173],"capability":[175],"perform":[177],"serial":[178],"parallel":[180],"operations":[181],"according":[182],"user":[185],"needs,":[186],"(v)":[187],"inclusion":[189],"debugging":[192],"mechanism":[193],"allows":[195],"users":[196],"check":[198],"status":[200],"each":[202],"instance":[203],"possible":[206],"errors)":[207],"throughout":[208],"process.":[210]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}