{"id":"https://openalex.org/W4367156002","doi":"https://doi.org/10.5220/0011988400003464","title":"Git Workflow for Active Learning: A Development Methodology Proposal for Data-Centric AI Projects","display_name":"Git Workflow for Active Learning: A Development Methodology Proposal for Data-Centric AI Projects","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4367156002","doi":"https://doi.org/10.5220/0011988400003464"},"language":"en","primary_location":{"id":"doi:10.5220/0011988400003464","doi":"https://doi.org/10.5220/0011988400003464","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0011988400003464","pdf_url":null,"source":{"id":"https://openalex.org/S4306419450","display_name":"International Conference on Evaluation of Novel Approaches to Software Engineering","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Conference on Evaluation of Novel Approaches to Software Engineering","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.5220/0011988400003464","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011670972","display_name":"Fabian Stieler","orcid":"https://orcid.org/0009-0004-3827-9809","observed_orcids":["https://orcid.org/0009-0004-3827-9809"]},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Stieler","raw_affiliation_strings":["Institute of Computer Science, University of Augsburg, Germany, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103130753","display_name":"Bernhard Bauer","orcid":"https://orcid.org/0000-0002-7931-1105","observed_orcids":["https://orcid.org/0000-0002-7931-1105"]},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernhard Bauer","raw_affiliation_strings":["Institute of Computer Science, University of Augsburg, Germany, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computer Science, University of Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I179225836"],"apc_list":null,"apc_paid":null,"fwci":0.568,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.60831963,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"202","last_page":"213"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9750999808311462,"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/T10430","display_name":"Software Engineering Techniques and Practices","score":0.9750999808311462,"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/T10260","display_name":"Software Engineering Research","score":0.015300000086426735,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.005100000184029341,"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/git-workflows","display_name":"Git workflows","score":0.8190000057220459},{"id":"https://openalex.org/keywords/active-learning-machine-learning","display_name":"active learning (machine learning)","score":0.9869999885559082},{"id":"https://openalex.org/keywords/data-centric-ai","display_name":"data-centric AI","score":0.9800000190734863},{"id":"https://openalex.org/keywords/branching-strategies","display_name":"branching strategies","score":0.5519999861717224},{"id":"https://openalex.org/keywords/version-control","display_name":"version control","score":0.5540000200271606},{"id":"https://openalex.org/keywords/data-versioning","display_name":"data versioning","score":0.8920000195503235},{"id":"https://openalex.org/keywords/model-traceability","display_name":"model traceability","score":0.6880000233650208},{"id":"https://openalex.org/keywords/collaborative-software-development","display_name":"collaborative software development","score":0.6320000290870667}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8035148978233337},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7507914304733276},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.46116986870765686},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4483911395072937},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4086039662361145},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.36092934012413025},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3184646964073181},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.23233109712600708},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15509968996047974}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0011988400003464","doi":"https://doi.org/10.5220/0011988400003464","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0011988400003464","pdf_url":null,"source":{"id":"https://openalex.org/S4306419450","display_name":"International Conference on Evaluation of Novel Approaches to Software Engineering","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Conference on Evaluation of Novel Approaches to Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:104053","doi":null,"is_oa":true,"landing_page_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/104053","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/104053/ENASE2023_Git_Workflow_For_Active_Learning_Scitepress.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"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":"conferenceobject"}],"best_oa_location":{"id":"doi:10.5220/0011988400003464","doi":"https://doi.org/10.5220/0011988400003464","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0011988400003464","pdf_url":null,"source":{"id":"https://openalex.org/S4306419450","display_name":"International Conference on Evaluation of Novel Approaches to Software Engineering","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th International Conference on Evaluation of Novel Approaches to Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2532462694","display_name":null,"funder_award_id":"031L9196B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367156002.pdf","grobid_xml":"https://content.openalex.org/works/W4367156002.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W2136504847","https://openalex.org/W2139709458","https://openalex.org/W2151023586","https://openalex.org/W2189162242","https://openalex.org/W2343514605","https://openalex.org/W2589859460","https://openalex.org/W2748401176","https://openalex.org/W2784241156","https://openalex.org/W2896671475","https://openalex.org/W2903158431","https://openalex.org/W2922234936","https://openalex.org/W2951911250","https://openalex.org/W2992232939","https://openalex.org/W3007157104","https://openalex.org/W3010790165","https://openalex.org/W3010891636","https://openalex.org/W3013879105","https://openalex.org/W3014787405","https://openalex.org/W3035597669","https://openalex.org/W3041171722","https://openalex.org/W3045719304","https://openalex.org/W3099889937","https://openalex.org/W3104128335","https://openalex.org/W3107994744","https://openalex.org/W3110272195","https://openalex.org/W3112475255","https://openalex.org/W3117442988","https://openalex.org/W3131966988","https://openalex.org/W3134670202","https://openalex.org/W3135371071","https://openalex.org/W3158187300","https://openalex.org/W3160326234","https://openalex.org/W3165722314","https://openalex.org/W3178161004","https://openalex.org/W3198764734","https://openalex.org/W3202461888","https://openalex.org/W4300128423","https://openalex.org/W4360995249"],"related_works":["https://openalex.org/W4400463087","https://openalex.org/W4387123447","https://openalex.org/W4289822620","https://openalex.org/W7154504592","https://openalex.org/W7163873914","https://openalex.org/W7162189999","https://openalex.org/W4286225016","https://openalex.org/W4395452980","https://openalex.org/W7155041468","https://openalex.org/W4406085118"],"abstract_inverted_index":{"As":[0],"soon":[1],"as":[2,23,84,86],"Artificial":[3],"Intelligence":[4],"(AI)":[5],"projects":[6],"grow":[7],"from":[8,52],"small":[9],"feasibility":[10],"studies":[11],"to":[12,65,70],"mature":[13],"projects,":[14],"developers":[15],"and":[16,35,56,74,88],"data":[17],"scientists":[18],"face":[19],"new":[20,91],"challenges,":[21],"such":[22],"collaboration":[24],"with":[25,46],"other":[26,36],"developers,":[27],"versioning":[28],"data,":[29,82],"or":[30],"traceability":[31],"of":[32],"model":[33],"metrics":[34],"resulting":[37],"artifacts.":[38],"This":[39],"paper":[40],"suggests":[41],"a":[42,53,72,90],"data-centric":[43],"AI":[44],"project":[45,73],"an":[47,102],"Active":[48],"Learning":[49],"(AL)":[50],"loop":[51],"developer":[54],"perspective":[55],"presents":[57],"\u201dGit":[58],"Workflow":[59],"for":[60,81,104],"AL\u201d:":[61],"A":[62],"methodology":[63],"proposal":[64],"guide":[66],"teams":[67],"on":[68],"how":[69],"structure":[71],"solve":[75],"implementation":[76],"challenges.":[77],"We":[78],"introduce":[79],"principles":[80],"code,":[83],"well":[85],"automation,":[87],"present":[89],"branching":[92],"workflow.":[93],"The":[94],"evaluation":[95],"shows":[96],"that":[97],"the":[98],"proposed":[99],"method":[100],"is":[101],"enabler":[103],"fulfilling":[105],"established":[106],"best":[107],"practices.":[108]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-04-28T00:00:00"}
