{"id":"https://openalex.org/W2046322491","doi":"https://doi.org/10.1109/mci.2014.2369892","title":"Bring Your Own Learner: A Cloud-Based, Data-Parallel Commons for Machine Learning","display_name":"Bring Your Own Learner: A Cloud-Based, Data-Parallel Commons for Machine Learning","publication_year":2015,"publication_date":"2015-01-15","ids":{"openalex":"https://openalex.org/W2046322491","doi":"https://doi.org/10.1109/mci.2014.2369892","mag":"2046322491"},"language":"en","primary_location":{"id":"doi:10.1109/mci.2014.2369892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2014.2369892","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Computational Intelligence Magazine","raw_type":"journal-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/A5009526624","display_name":"Ignacio Arnaldo","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ignacio Arnaldo","raw_affiliation_strings":["Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]"],"affiliations":[{"raw_affiliation_string":"Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067352490","display_name":"Kalyan Veeramachaneni","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kalyan Veeramachaneni","raw_affiliation_strings":["Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]"],"affiliations":[{"raw_affiliation_string":"Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066569995","display_name":"Andrew H. Song","orcid":"https://orcid.org/0000-0001-9356-9156"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Song","raw_affiliation_strings":["Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]"],"affiliations":[{"raw_affiliation_string":"Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000646181","display_name":"Una-May O\u2019Reilly","orcid":"https://orcid.org/0000-0001-6923-8445"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Una-May O'Reilly","raw_affiliation_strings":["Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]"],"affiliations":[{"raw_affiliation_string":"Anyscale Learning For All (ALFA) Group, Massachusetts Institue of Technology, Cambridge, Massachusetts, USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"[Computer Science and Artificial Intelligence Lab, MIT, Cambridge, MA, USA]","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009526624"],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":3.883,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.9405836,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"10","issue":"1","first_page":"20","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9997000098228455,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9997000098228455,"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":0.9991000294685364,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9944000244140625,"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":0.8720206022262573},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7127525806427002},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7118692398071289},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6559262275695801},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5196622610092163},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11797946691513062}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8720206022262573},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7127525806427002},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7118692398071289},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6559262275695801},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5196622610092163},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11797946691513062},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mci.2014.2369892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2014.2369892","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Computational Intelligence Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6200000047683716,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1562297296","https://openalex.org/W1563077463","https://openalex.org/W1896160955","https://openalex.org/W1971123384","https://openalex.org/W2016409481","https://openalex.org/W2019492310","https://openalex.org/W2026401830","https://openalex.org/W2072957475","https://openalex.org/W2076222444","https://openalex.org/W2076857376","https://openalex.org/W2105802878","https://openalex.org/W2107498970","https://openalex.org/W2109042184","https://openalex.org/W2115629999","https://openalex.org/W2117157603","https://openalex.org/W2125621954","https://openalex.org/W2126105956","https://openalex.org/W2148004989","https://openalex.org/W2184623761","https://openalex.org/W2706456195","https://openalex.org/W2951113132","https://openalex.org/W3139594570","https://openalex.org/W6633601610","https://openalex.org/W6639805184","https://openalex.org/W6676279030","https://openalex.org/W6686239164","https://openalex.org/W6740139108"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":{"We":[0,95,124],"introduce":[1],"FCUBE,":[2],"a":[3,63,76,92,105,139,149],"cloud-based":[4,109],"framework":[5],"that":[6,51,97],"enables":[7],"machine":[8,85,110,121,135],"learning":[9,86,111,122,136],"researchers":[10,87],"to":[11,15,28,32,48,88],"contribute":[12,89],"their":[13,59],"learners":[14,50,130],"its":[16,30],"community-shared":[17],"repository.":[18],"FCUBE":[19,126],"exploits":[20],"data":[21,36,44],"parallelism":[22],"in":[23,91,108],"lieu":[24],"of":[25,43,71,117],"algorithmic":[26],"parallelization":[27],"allow":[29],"users":[31],"efficiently":[33],"tackle":[34],"large":[35],"problems":[37],"automatically.":[38],"It":[39,67,82],"passes":[40],"random":[41],"subsets":[42],"generated":[45],"via":[46],"resampling":[47],"multiple":[49,84],"it":[52,57,114],"executes":[53],"simultaneously":[54],"and":[55],"then":[56],"combines":[58],"model":[60,103],"predictions":[61],"with":[62,155],"simple":[64],"fusion":[65],"technique.":[66],"is":[68,115],"an":[69],"example":[70],"what":[72],"we":[73],"have":[74],"named":[75],"Bring":[77,99],"Your":[78,100],"Own":[79,101],"Learner":[80,102],"model.":[81],"allows":[83],"algorithms":[90],"plug-and-play":[93],"style.":[94],"contend":[96],"the":[98,160],"signals":[104],"design":[106],"shift":[107],"infrastructure":[112],"because":[113],"capable":[116],"executing":[118,127],"anyone's":[119],"supervised":[120],"algorithm.":[123],"demonstrate":[125],"five":[128],"different":[129,134],"contributed":[131],"by":[132],"three":[133],"groups":[137],"on":[138,143],"100":[140],"node":[141],"deployment":[142],"Amazon":[144],"EC2.":[145],"They":[146],"collectively":[147],"solve":[148],"publicly":[150],"available":[151],"classification":[152],"problem":[153],"trained":[154],"11":[156],"million":[157],"exemplars":[158],"from":[159],"Higgs":[161],"dataset.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
