{"id":"https://openalex.org/W4406157058","doi":"https://doi.org/10.1109/scw63240.2024.00166","title":"Applying a Task-Based Approach to Distributed Machine Learning Workflows","display_name":"Applying a Task-Based Approach to Distributed Machine Learning Workflows","publication_year":2024,"publication_date":"2024-11-17","ids":{"openalex":"https://openalex.org/W4406157058","doi":"https://doi.org/10.1109/scw63240.2024.00166"},"language":"en","primary_location":{"id":"doi:10.1109/scw63240.2024.00166","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scw63240.2024.00166","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://upcommons.upc.edu/bitstreams/63202421-9d64-4ffc-9bbc-e160d2735b28/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092678304","display_name":"Fernando V\u00e1zquez-Novoa","orcid":"https://orcid.org/0000-0001-5634-509X"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Fernando V\u00e1zquez-Novoa","raw_affiliation_strings":["Barcelona Supercomputing Center,Department of Computer Sciences,Barcelona,Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center,Department of Computer Sciences,Barcelona,Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063879293","display_name":"Daniele Lezzi","orcid":"https://orcid.org/0000-0001-5081-7244"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]},{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniele Lezzi","raw_affiliation_strings":["Barcelona Supercomputing Center,Department of Computer Sciences,Barcelona,Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center,Department of Computer Sciences,Barcelona,Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087756405","display_name":"Francesc Lordan","orcid":"https://orcid.org/0000-0002-9845-8890"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]},{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francesc Lordan","raw_affiliation_strings":["Barcelona Supercomputing Center,Department of Computer Sciences,Barcelona,Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center,Department of Computer Sciences,Barcelona,Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031223967","display_name":"Fatemeh Baghdadi","orcid":"https://orcid.org/0000-0002-9427-9967"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]},{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fatemeh Baghdadi","raw_affiliation_strings":["Barcelona Supercomputing Center,Department of Life Sciences,Barcelona,Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center,Department of Life Sciences,Barcelona,Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044037386","display_name":"Davide Cirillo","orcid":"https://orcid.org/0000-0003-4982-4716"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Davide Cirillo","raw_affiliation_strings":["Barcelona Supercomputing Center,Department of Life Sciences,Barcelona,Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center,Department of Life Sciences,Barcelona,Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5092678304"],"corresponding_institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30563523,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1252","last_page":"1261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.6539000272750854,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.6539000272750854,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8030487895011902},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7598893642425537},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6988202333450317},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3586355447769165},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35773009061813354},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3361974060535431},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11980840563774109},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11034831404685974},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08233144879341125}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8030487895011902},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7598893642425537},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6988202333450317},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3586355447769165},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35773009061813354},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3361974060535431},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11980840563774109},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11034831404685974},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08233144879341125}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/scw63240.2024.00166","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scw63240.2024.00166","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},{"id":"pmh:oai:upcommons.upc.edu:2117/444970","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/444970","pdf_url":"https://upcommons.upc.edu/bitstreams/63202421-9d64-4ffc-9bbc-e160d2735b28/download","source":{"id":"https://openalex.org/S4210207057","display_name":"QRU Quaderns de Recerca en Urbanisme","issn_l":"2014-9689","issn":["2014-9689","2385-6777"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310322448","host_organization_name":"Q71272178","host_organization_lineage":["https://openalex.org/P4310322448"],"host_organization_lineage_names":["Q71272178"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:upcommons.upc.edu:2117/444970","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/444970","pdf_url":"https://upcommons.upc.edu/bitstreams/63202421-9d64-4ffc-9bbc-e160d2735b28/download","source":{"id":"https://openalex.org/S4210207057","display_name":"QRU Quaderns de Recerca en Urbanisme","issn_l":"2014-9689","issn":["2014-9689","2385-6777"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310322448","host_organization_name":"Q71272178","host_organization_lineage":["https://openalex.org/P4310322448"],"host_organization_lineage_names":["Q71272178"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406157058.pdf"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2004206314","https://openalex.org/W2147018083","https://openalex.org/W2157622195","https://openalex.org/W2794550444","https://openalex.org/W2794819237","https://openalex.org/W2913876336","https://openalex.org/W3010913348","https://openalex.org/W3095412051","https://openalex.org/W3135128169","https://openalex.org/W3201016655","https://openalex.org/W4210440929","https://openalex.org/W4233549502","https://openalex.org/W4234549788","https://openalex.org/W4390734055","https://openalex.org/W6627554619","https://openalex.org/W6683715041","https://openalex.org/W6756016900","https://openalex.org/W6762390820","https://openalex.org/W6765347127","https://openalex.org/W6785705305","https://openalex.org/W6803216110","https://openalex.org/W6892708518"],"related_works":["https://openalex.org/W1981780420","https://openalex.org/W2182707996","https://openalex.org/W45233828","https://openalex.org/W2964988449","https://openalex.org/W2397952901","https://openalex.org/W2029380707","https://openalex.org/W188202134","https://openalex.org/W4255934811","https://openalex.org/W3196817267","https://openalex.org/W1976600725"],"abstract_inverted_index":{"The":[0,118],"growing":[1],"demands":[2],"across":[3],"various":[4],"scientific":[5],"fields":[6],"have":[7],"led":[8],"to":[9,62],"a":[10],"significant":[11],"shift":[12],"in":[13,132,146],"applications":[14,26],"that":[15,87,101],"consume":[16],"data":[17,56],"at":[18],"the":[19,22,32,38,123,127,136],"edge":[20,147],"of":[21,34,40,129,141],"computing":[23,71],"continuum.":[24],"These":[25],"require":[27],"unified":[28],"programming":[29],"models":[30,48,144],"for":[31,105,113,138],"composition":[33],"components":[35],"and":[36],"coordinating":[37],"execution":[39],"computational":[41],"workloads,":[42],"including":[43],"training":[44],"machine":[45],"learning":[46],"(ML)":[47],"on":[49],"distributed":[50,70,81,103],"resources.":[51],"Personalized":[52],"healthcare":[53],"often":[54],"leverages":[55,102],"generated":[57],"from":[58,69,80],"wearable":[59,92],"devices":[60],"used":[61],"train":[63],"ML":[64,82,107,131],"models,":[65],"can":[66,76,88],"be":[67,77,89],"benefited":[68,79],"approaches.":[72],"Specifically,":[73],"stroke":[74,133],"care":[75],"greatly":[78],"with":[83],"modifiable":[84],"risk":[85],"factors":[86],"monitored":[90],"using":[91,109,122],"devices.":[93,148],"In":[94],"this":[95],"work,":[96],"we":[97],"present":[98],"an":[99],"implementation":[100],"techniques":[104],"large-scale":[106],"workflows":[108],"electrocardiogram":[110],"(ECG)":[111],"recordings":[112],"atrial":[114],"fibrillation":[115],"(AF)":[116],"classification.":[117],"application":[119],"was":[120],"evaluated":[121],"PhysioNet":[124],"database,":[125],"showcasing":[126],"potential":[128],"distributed,":[130],"care,":[134],"opening":[135],"way":[137],"future":[139],"creation":[140],"more":[142],"advanced":[143],"embedded":[145]},"counts_by_year":[],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}