{"id":"https://openalex.org/W2294710185","doi":"https://doi.org/10.1109/icmla.2015.152","title":"MLaaS: Machine Learning as a Service","display_name":"MLaaS: Machine Learning as a Service","publication_year":2015,"publication_date":"2015-12-01","ids":{"openalex":"https://openalex.org/W2294710185","doi":"https://doi.org/10.1109/icmla.2015.152","mag":"2294710185"},"language":"en","primary_location":{"id":"doi:10.1109/icmla.2015.152","doi":"https://doi.org/10.1109/icmla.2015.152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla.2015.152","pdf_url":null,"source":{"id":"https://openalex.org/S4306419645","display_name":"International Conference on Machine Learning and Applications","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2015 IEEE 14th International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://uwo.scholaris.ca/bitstreams/6bdd0b09-aa70-43ec-a5a2-0fce0bbecce4/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Mauro Ribeiro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mauro Ribeiro","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012962681","display_name":"Katarina Grolinger","orcid":"https://orcid.org/0000-0003-0062-8212","observed_orcids":["https://orcid.org/0000-0003-0062-8212"]},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Katarina Grolinger","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083634004","display_name":"Miriam A. M. Capretz","orcid":"https://orcid.org/0000-0002-1380-971X","observed_orcids":["https://orcid.org/0000-0002-1380-971X"]},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Miriam A.M. Capretz","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, London, Ontario, Canada","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I125749732"],"apc_list":null,"apc_paid":null,"fwci":4.4466,"has_fulltext":true,"cited_by_count":416,"citation_normalized_percentile":{"value":0.95880444,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"896","last_page":"902"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9940999746322632,"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":0.9940999746322632,"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/T13038","display_name":"Internet of Things and AI","score":0.000699999975040555,"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/T14098","display_name":"Energy Efficiency in Computing","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/machine-learning-as-a-service","display_name":"machine learning as a service","score":0.9750000238418579},{"id":"https://openalex.org/keywords/mlaa","display_name":"MlaA","score":0.656000018119812},{"id":"https://openalex.org/keywords/open-source-software","display_name":"open source software","score":0.7549999952316284},{"id":"https://openalex.org/keywords/load-forecasting","display_name":"load forecasting","score":0.9580000042915344},{"id":"https://openalex.org/keywords/sensor-data","display_name":"sensor data","score":0.8600000143051147},{"id":"https://openalex.org/keywords/meteorological-observations","display_name":"meteorological observations","score":0.9950000047683716},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6899999976158142},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"knowledge extraction","score":0.6330000162124634}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7742743492126465},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6836177110671997},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5864289402961731},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.513230562210083},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4933749735355377},{"id":"https://openalex.org/C195807954","wikidata":"https://www.wikidata.org/wiki/Q1662562","display_name":"Information extraction","level":2,"score":0.4854184091091156},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4766075015068054},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4765104353427887},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.4541574716567993},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.44317135214805603},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4376319646835327},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42015182971954346},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41173693537712097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3623870611190796},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.35431352257728577},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19631725549697876},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.17832592129707336},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13272473216056824},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/icmla.2015.152","doi":"https://doi.org/10.1109/icmla.2015.152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla.2015.152","pdf_url":null,"source":{"id":"https://openalex.org/S4306419645","display_name":"International Conference on Machine Learning and Applications","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2015 IEEE 14th International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"},{"id":"pmh:oai:uwo.scholaris.ca:20.500.14721/15772","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.14721/15772","pdf_url":"https://uwo.scholaris.ca/bitstreams/6bdd0b09-aa70-43ec-a5a2-0fce0bbecce4/download","source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference output"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.704.8733","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.704.8733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://publish.uwo.ca/%7Ekgroling/papers/MLaaS.pdf","raw_type":"text"},{"id":"pmh:oai:ir.lib.uwo.ca:electricalpub-1123","doi":null,"is_oa":false,"landing_page_url":"https://ir.lib.uwo.ca/electricalpub/86","pdf_url":null,"source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Electrical and Computer Engineering Publications","raw_type":"conference"},{"id":"pmh:oai:uwo.scholaris.ca:20.500.14721/15526","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/20.500.14721/15526","pdf_url":null,"source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference output"}],"best_oa_location":{"id":"pmh:oai:uwo.scholaris.ca:20.500.14721/15772","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.14721/15772","pdf_url":"https://uwo.scholaris.ca/bitstreams/6bdd0b09-aa70-43ec-a5a2-0fce0bbecce4/download","source":{"id":"https://openalex.org/S4306400648","display_name":"Scholarship@Western (Western University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I125749732","host_organization_name":"Western University","host_organization_lineage":["https://openalex.org/I125749732"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference output"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4943999946117401}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1720903066","display_name":null,"funder_award_id":"CRDPJ 453294-13","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G5912398874","display_name":null,"funder_award_id":"453294-13","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2294710185.pdf","grobid_xml":"https://content.openalex.org/works/W2294710185.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W294455330","https://openalex.org/W1594407938","https://openalex.org/W2007952929","https://openalex.org/W2030990315","https://openalex.org/W2074233776","https://openalex.org/W2091693228","https://openalex.org/W2102380199","https://openalex.org/W2121502803","https://openalex.org/W2538998463","https://openalex.org/W2990168612"],"related_works":["https://openalex.org/W6922539976","https://openalex.org/W3123486603","https://openalex.org/W3130832609","https://openalex.org/W2944244974","https://openalex.org/W7169972875","https://openalex.org/W2945596353","https://openalex.org/W2972078692","https://openalex.org/W3089189805","https://openalex.org/W4403554159","https://openalex.org/W7221024758"],"abstract_inverted_index":{"The":[0],"demand":[1,98],"for":[2],"knowledge":[3],"extraction":[4],"has":[5,52],"been":[6,53],"increasing.":[7],"With":[8],"the":[9,27,33,61,112],"growing":[10],"amount":[11],"of":[12,29,35,63,96],"data":[13,18,31,45,58,106],"being":[14],"generated":[15,100],"by":[16,107],"global":[17],"sources":[19],"(e.g.,":[20,32],"social":[21],"media":[22],"and":[23,26,38,46,75,88,104],"mobile":[24],"apps)":[25],"popularization":[28],"context-specific":[30],"Internet":[34],"Things),":[36],"companies":[37],"researchers":[39],"need":[40],"to":[41,71],"connect":[42],"all":[43],"these":[44],"extract":[47],"valuable":[48],"information.":[49],"Machine":[50],"learning":[51,78],"gaining":[54],"much":[55],"attention":[56],"in":[57],"mining,":[59],"leveraging":[60],"birth":[62],"new":[64],"solutions.":[65],"This":[66],"paper":[67],"proposes":[68],"an":[69],"architecture":[70],"create":[72],"a":[73,80,91,94],"flexible":[74],"scalable":[76],"machine":[77],"as":[79],"service.":[81],"An":[82],"open":[83],"source":[84],"solution":[85],"was":[86,99],"implemented":[87],"presented.":[89],"As":[90],"case":[92],"study,":[93],"forecast":[95],"electricity":[97],"using":[101],"real-world":[102],"sensor":[103],"weather":[105],"running":[108],"different":[109],"algorithms":[110],"at":[111],"same":[113],"time.":[114]},"counts_by_year":[{"year":2026,"cited_by_count":30},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":73},{"year":2023,"cited_by_count":74},{"year":2022,"cited_by_count":58},{"year":2021,"cited_by_count":50},{"year":2020,"cited_by_count":51},{"year":2019,"cited_by_count":22},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
