{"id":"https://openalex.org/W2948426604","doi":"https://doi.org/10.1145/3329486.3329495","title":"Automated Management of Deep Learning Experiments","display_name":"Automated Management of Deep Learning Experiments","publication_year":2019,"publication_date":"2019-06-04","ids":{"openalex":"https://openalex.org/W2948426604","doi":"https://doi.org/10.1145/3329486.3329495","mag":"2948426604"},"language":"en","primary_location":{"id":"doi:10.1145/3329486.3329495","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3329486.3329495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Workshop on Data Management for End-to-End Machine Learning","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/A5014244053","display_name":"Gharib Gharibi","orcid":"https://orcid.org/0000-0003-0062-4748"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Gharib Gharibi","raw_affiliation_strings":["University of Missouri-Kansas City Kansas City, MO"],"affiliations":[{"raw_affiliation_string":"University of Missouri-Kansas City Kansas City, MO","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015980221","display_name":"Vijay Walunj","orcid":"https://orcid.org/0000-0002-9295-077X"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijay Walunj","raw_affiliation_strings":["University of Missouri-Kansas City Kansas City, MO"],"affiliations":[{"raw_affiliation_string":"University of Missouri-Kansas City Kansas City, MO","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047184500","display_name":"Rakan Alanazi","orcid":"https://orcid.org/0000-0002-1204-0910"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rakan Alanazi","raw_affiliation_strings":["University of Missouri-Kansas City Kansas City, MO"],"affiliations":[{"raw_affiliation_string":"University of Missouri-Kansas City Kansas City, MO","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087891643","display_name":"Sirisha Rella","orcid":null},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sirisha Rella","raw_affiliation_strings":["University of Missouri-Kansas City Kansas City, MO"],"affiliations":[{"raw_affiliation_string":"University of Missouri-Kansas City Kansas City, MO","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007672179","display_name":"Yugyung Lee","orcid":"https://orcid.org/0000-0002-1619-1695"},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yugyung Lee","raw_affiliation_strings":["University of Missouri-Kansas City Kansas City, MO"],"affiliations":[{"raw_affiliation_string":"University of Missouri-Kansas City Kansas City, MO","institution_ids":["https://openalex.org/I75421653"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5014244053"],"corresponding_institution_ids":["https://openalex.org/I75421653"],"apc_list":null,"apc_paid":null,"fwci":4.864,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.96142047,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T11937","display_name":"Research Data Management Practices","score":0.9851999878883362,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials 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":0.8406507968902588},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6600538492202759},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.6489392518997192},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6014108657836914},{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.5947933197021484},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.5543274283409119},{"id":"https://openalex.org/keywords/iterative-and-incremental-development","display_name":"Iterative and incremental development","score":0.5376073122024536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5104557275772095},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4829632341861725},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47932207584381104},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4716857075691223},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4424518048763275},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1512620747089386},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1341785490512848}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8406507968902588},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6600538492202759},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.6489392518997192},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6014108657836914},{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.5947933197021484},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.5543274283409119},{"id":"https://openalex.org/C143587482","wikidata":"https://www.wikidata.org/wiki/Q1543216","display_name":"Iterative and incremental development","level":2,"score":0.5376073122024536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5104557275772095},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4829632341861725},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47932207584381104},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4716857075691223},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4424518048763275},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1512620747089386},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1341785490512848},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3329486.3329495","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3329486.3329495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Workshop on Data Management for End-to-End Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W269919247","https://openalex.org/W2189162242","https://openalex.org/W2357449897","https://openalex.org/W2432911982","https://openalex.org/W2613597870","https://openalex.org/W2614986686","https://openalex.org/W2616121800","https://openalex.org/W2791094827","https://openalex.org/W2904703100","https://openalex.org/W2905995561","https://openalex.org/W2919115771","https://openalex.org/W2926314329","https://openalex.org/W2953384591","https://openalex.org/W3110197861","https://openalex.org/W6713134421"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W2058118494","https://openalex.org/W2392768766","https://openalex.org/W4318559728","https://openalex.org/W2775233965","https://openalex.org/W4360995913"],"abstract_inverted_index":{"Developing":[0],"a":[1,20,27,75,117],"deep":[2,39,107],"learning":[3,108],"model":[4,122],"is":[5,50,101],"an":[6],"iterative,":[7],"experimental":[8],"process":[9,42],"that":[10,35,80],"produces":[11],"tens":[12],"to":[13,37,102,120],"hundreds":[14],"of":[15,32,43,106],"models":[16,46],"before":[17],"arriving":[18],"at":[19],"satisfactory":[21],"result.":[22],"While":[23],"there":[24],"has":[25],"been":[26],"surge":[28],"in":[29],"the":[30,41,45,86,93,104],"number":[31],"software":[33],"tools":[34],"aim":[36],"facilitate":[38,121],"learning,":[40],"managing":[44],"and":[47,54,84,89,96,124],"their":[48],"artifacts":[49],"still":[51],"surprisingly":[52],"challenging":[53],"time-consuming.":[55],"Existing":[56],"model-management":[57],"solutions":[58],"are":[59],"either":[60],"tailored":[61],"for":[62],"commercial":[63],"platforms":[64],"or":[65],"require":[66],"significant":[67],"code":[68],"changes.":[69],"In":[70],"this":[71],"paper,":[72],"we":[73],"introduce":[74],"lightweight":[76],"system,":[77],"named":[78],"ModelKB,":[79],"can":[81],"automatically":[82],"extract":[83],"manage":[85],"model's":[87],"metadata":[88],"provenance":[90],"information":[91],"(e.g.,":[92],"used":[94],"datasets":[95],"hyperparameters).":[97],"Our":[98],"overarching":[99],"goal":[100],"automate":[103],"management":[105],"experiments":[109],"with":[110],"minimal":[111],"user":[112],"intervention.":[113],"Moreover,":[114],"ModelKB":[115],"provides":[116],"stepping":[118],"stone":[119],"selection":[123],"reproducibility.":[125]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
