{"id":"https://openalex.org/W4401580935","doi":"https://doi.org/10.21105/joss.06367","title":"AMLTK: A Modular AutoML Toolkit in Python","display_name":"AMLTK: A Modular AutoML Toolkit in Python","publication_year":2024,"publication_date":"2024-08-14","ids":{"openalex":"https://openalex.org/W4401580935","doi":"https://doi.org/10.21105/joss.06367"},"language":"en","primary_location":{"id":"doi:10.21105/joss.06367","doi":"https://doi.org/10.21105/joss.06367","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.06367","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.06367.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://joss.theoj.org/papers/10.21105/joss.06367.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Edward Bergman","orcid":"https://orcid.org/0009-0003-4390-7614","observed_orcids":["https://orcid.org/0009-0003-4390-7614"]},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Edward Bergman","raw_affiliation_strings":["University of Freiburg , Germany"],"raw_orcid":"https://orcid.org/0009-0003-4390-7614","affiliations":[{"raw_affiliation_string":"University of Freiburg , Germany","institution_ids":["https://openalex.org/I161046081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054262288","display_name":"Matthias Feurer","orcid":"https://orcid.org/0000-0001-9611-8588","observed_orcids":["https://orcid.org/0000-0001-9611-8588"]},"institutions":[{"id":"https://openalex.org/I4403386549","display_name":"Munich Center for Machine Learning","ror":"https://ror.org/02nfy3535","country_code":"DE","type":"education","lineage":["https://openalex.org/I4403386549","https://openalex.org/I62916508","https://openalex.org/I8204097"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Feurer","raw_affiliation_strings":["LMU Munich , Germany","Munich Center for Machine Learning"],"raw_orcid":"https://orcid.org/0000-0001-9611-8588","affiliations":[{"raw_affiliation_string":"LMU Munich , Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"Munich Center for Machine Learning","institution_ids":["https://openalex.org/I4403386549"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106518139","display_name":"Aron Bahram","orcid":"https://orcid.org/0009-0002-8896-2863","observed_orcids":["https://orcid.org/0009-0002-8896-2863"]},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Aron Bahram","raw_affiliation_strings":["University of Freiburg , Germany"],"raw_orcid":"https://orcid.org/0009-0002-8896-2863","affiliations":[{"raw_affiliation_string":"University of Freiburg , Germany","institution_ids":["https://openalex.org/I161046081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050397070","display_name":"Amir Rezaei Balef","orcid":"https://orcid.org/0000-0002-6882-0051","observed_orcids":["https://orcid.org/0000-0002-6882-0051"]},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Amir Rezaei Balef","raw_affiliation_strings":["University of T\u00fcbingen , Germany"],"raw_orcid":"https://orcid.org/0000-0002-6882-0051","affiliations":[{"raw_affiliation_string":"University of T\u00fcbingen , Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016560150","display_name":"Lennart Purucker","orcid":"https://orcid.org/0009-0001-1181-0549","observed_orcids":["https://orcid.org/0009-0001-1181-0549"]},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lennart Purucker","raw_affiliation_strings":["University of Freiburg , Germany"],"raw_orcid":"https://orcid.org/0009-0001-1181-0549","affiliations":[{"raw_affiliation_string":"University of Freiburg , Germany","institution_ids":["https://openalex.org/I161046081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092188943","display_name":"Sarah Segel","orcid":"https://orcid.org/0009-0005-2966-266X","observed_orcids":["https://orcid.org/0009-0005-2966-266X"]},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sarah Segel","raw_affiliation_strings":["Leibniz University Hannover , Germany"],"raw_orcid":"https://orcid.org/0009-0005-2966-266X","affiliations":[{"raw_affiliation_string":"Leibniz University Hannover , Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045511267","display_name":"Marius Lindauer","orcid":"https://orcid.org/0000-0002-9675-3175","observed_orcids":["https://orcid.org/0000-0002-9675-3175"]},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I4210136150","display_name":"L3S Research Center","ror":"https://ror.org/039t4wk02","country_code":"DE","type":"facility","lineage":["https://openalex.org/I114112103","https://openalex.org/I4210136150","https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marius Lindauer","raw_affiliation_strings":["L3S Research Center , Germany","Leibniz University Hannover , Germany"],"raw_orcid":"https://orcid.org/0000-0002-9675-3175","affiliations":[{"raw_affiliation_string":"L3S Research Center , Germany","institution_ids":["https://openalex.org/I4210136150"]},{"raw_affiliation_string":"Leibniz University Hannover , Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031002895","display_name":"Frank Hutter","orcid":"https://orcid.org/0000-0002-2037-3694","observed_orcids":["https://orcid.org/0000-0002-2037-3694"]},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frank Hutter","raw_affiliation_strings":["University of Freiburg , Germany"],"raw_orcid":"https://orcid.org/0000-0002-2037-3694","affiliations":[{"raw_affiliation_string":"University of Freiburg , Germany","institution_ids":["https://openalex.org/I161046081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081813991","display_name":"Katharina Eggensperger","orcid":"https://orcid.org/0000-0002-0309-401X","observed_orcids":["https://orcid.org/0000-0002-0309-401X"]},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Katharina Eggensperger","raw_affiliation_strings":["University of T\u00fcbingen , Germany"],"raw_orcid":"https://orcid.org/0000-0002-0309-401X","affiliations":[{"raw_affiliation_string":"University of T\u00fcbingen , Germany","institution_ids":["https://openalex.org/I8087733"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2945,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.55958496,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"9","issue":"100","first_page":"6367","last_page":"6367"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9990000128746033,"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":0.9990000128746033,"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/T11948","display_name":"Machine Learning in Materials Science","score":9.999999747378752e-05,"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"}},{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":9.999999747378752e-05,"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/automated-machine-learning","display_name":"automated machine learning","score":0.9900000095367432},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.8659999966621399},{"id":"https://openalex.org/keywords/neural-architecture-search","display_name":"neural architecture search","score":0.9890000224113464},{"id":"https://openalex.org/keywords/python","display_name":"Python","score":0.5989999771118164},{"id":"https://openalex.org/keywords/software-modularity","display_name":"modular software design","score":0.574999988079071},{"id":"https://openalex.org/keywords/open-source-software","display_name":"open source software","score":0.5600000023841858}],"concepts":[{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.9178624749183655},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.7431902289390564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5491186380386353},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.5404148697853088}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.21105/joss.06367","doi":"https://doi.org/10.21105/joss.06367","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.06367","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.06367.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},{"id":"pmh:oai:freidok.uni-freiburg.de:268535","doi":null,"is_oa":false,"landing_page_url":"https://freidok.uni-freiburg.de/data/268535","pdf_url":null,"source":{"id":"https://openalex.org/S4306401057","display_name":"FreiDok plus (Universit\u00e4tsbibliothek Freiburg)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I161046081","host_organization_name":"University of Freiburg","host_organization_lineage":["https://openalex.org/I161046081"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of open source software. - 9, 100 (2024) , 6367, ISSN: 2475-9066","raw_type":"article"}],"best_oa_location":{"id":"doi:10.21105/joss.06367","doi":"https://doi.org/10.21105/joss.06367","is_oa":true,"landing_page_url":"https://doi.org/10.21105/joss.06367","pdf_url":"https://joss.theoj.org/papers/10.21105/joss.06367.pdf","source":{"id":"https://openalex.org/S4210214273","display_name":"The Journal of Open Source Software","issn_l":"2475-9066","issn":["2475-9066"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315853","host_organization_name":"Open Journals","host_organization_lineage":["https://openalex.org/P4310315853"],"host_organization_lineage_names":["Open Journals"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Open Source Software","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1562512020","display_name":null,"funder_award_id":"206/4-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G3547540627","display_name":null,"funder_award_id":"SFB1597","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4855614693","display_name":null,"funder_award_id":"101045765","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5342827263","display_name":"Interactive and Explainable Human-Centered AutoML","funder_award_id":"101041029","funder_id":"https://openalex.org/F4320338453","funder_display_name":"HORIZON EUROPE European Research Council"},{"id":"https://openalex.org/G7907426250","display_name":"EXC 2064: Maschinelles Lernen: Neue Perspektiven f\u00fcr die Wissenschaft","funder_award_id":"390727645","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8079567275","display_name":"Foundations of Trustworthy AI - Integrating Reasoning, Learning and Optimization","funder_award_id":"952215","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8256977652","display_name":null,"funder_award_id":"01IS22093C","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G8615871816","display_name":"SFB 1597: Small Data","funder_award_id":"499552394","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320338453","display_name":"HORIZON EUROPE European Research Council","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401580935.pdf","grobid_xml":"https://content.openalex.org/works/W4401580935.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2182361439","https://openalex.org/W2309832917","https://openalex.org/W2608595939","https://openalex.org/W2912436245","https://openalex.org/W2949676527","https://openalex.org/W3011307848","https://openalex.org/W3042172700","https://openalex.org/W3137081859","https://openalex.org/W3139250374","https://openalex.org/W3196575278","https://openalex.org/W3199199693","https://openalex.org/W3211385798","https://openalex.org/W3216822933","https://openalex.org/W4213308398","https://openalex.org/W4281768672","https://openalex.org/W4288096884","https://openalex.org/W4381611976","https://openalex.org/W4394672472","https://openalex.org/W6800546666"],"related_works":["https://openalex.org/W2912436245","https://openalex.org/W1457115475","https://openalex.org/W6958178437","https://openalex.org/W7165380175","https://openalex.org/W7056524530","https://openalex.org/W7036032814","https://openalex.org/W3124185882","https://openalex.org/W4283699105","https://openalex.org/W4392401600","https://openalex.org/W2991279064"],"abstract_inverted_index":{"Machine":[0],"Learning":[1],"is":[2],"a":[3],"core":[4],"building":[5],"block":[6],"in":[7],"novel":[8],"data-driven":[9],"applications.Practitioners":[10],"face":[11],"many":[12],"ambiguous":[13],"design":[14,53],"decisions":[15,54],"while":[16],"developing":[17],"practical":[18],"machine":[19,23,30,83],"learning":[20,24,31,84],"(ML)":[21],"solutions.Automated":[22],"(AutoML)":[25],"facilitates":[26],"the":[27,57,79,87],"development":[28],"of":[29,59],"applications":[32],"by":[33],"providing":[34],"efficient":[35],"methods":[36],"for":[37,41,96],"optimizing":[38],"hyperparameters,":[39],"searching":[40],"neural":[42],"architectures,":[43],"or":[44,92,99],"constructing":[45],"whole":[46],"ML":[47,73,94],"pipelines":[48],"(Hutter":[49],"et":[50],"al.,":[51],"2019).Thereby,":[52],"such":[55],"as":[56],"choice":[58],"modelling,":[60],"pre-processing,":[61],"and":[62,85],"training":[63],"algorithm":[64],"are":[65],"crucial":[66],"to":[67,77,81,90],"obtaining":[68,72],"well-performing":[69],"solutions.By":[70],"automatically":[71],"solutions,":[74],"AutoML":[75],"aims":[76],"lower":[78],"barrier":[80],"leveraging":[82],"reduce":[86],"time":[88],"needed":[89],"develop":[91],"adapt":[93],"solutions":[95],"new":[97],"domains":[98],"data.":[100]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2024-08-15T00:00:00"}
