{"id":"https://openalex.org/W7131669161","doi":"https://doi.org/10.1145/3786151.3788602","title":"Proto-ML: An IDE for ML Solution Prototyping","display_name":"Proto-ML: An IDE for ML Solution Prototyping","publication_year":2026,"publication_date":"2026-04-12","ids":{"openalex":"https://openalex.org/W7131669161","doi":"https://doi.org/10.1145/3786151.3788602"},"language":null,"primary_location":{"id":"doi:10.1145/3786151.3788602","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3786151.3788602","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM/IEEE International Workshop on Integrated Development Environments","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3786151.3788602","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055162672","display_name":"Selin \u00c7oban","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Selin Coban","raw_affiliation_strings":["Research Group Software Construction, RWTH Aachen University, Aachen, Germany"],"raw_orcid":"https://orcid.org/0009-0006-1764-8091","affiliations":[{"raw_affiliation_string":"Research Group Software Construction, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124865519","display_name":"Miguel Villaplana P\u00e9rez","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Miguel Perez","raw_affiliation_strings":["RWTH Aachen University, Aachen, Germany"],"raw_orcid":"https://orcid.org/0009-0004-2267-0387","affiliations":[{"raw_affiliation_string":"RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126885858","display_name":"Horst Lichter","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Horst Lichter","raw_affiliation_strings":["Research Group Software Construction, RWTH Aachen University, Aachen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3440-1238","affiliations":[{"raw_affiliation_string":"Research Group Software Construction, RWTH Aachen University, Aachen, Germany","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2551991,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.2558000087738037,"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":0.2558000087738037,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.17949999868869781,"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/T10260","display_name":"Software Engineering Research","score":0.06859999895095825,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.7311999797821045},{"id":"https://openalex.org/keywords/rapid-prototyping","display_name":"Rapid prototyping","score":0.7035999894142151},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6244000196456909},{"id":"https://openalex.org/keywords/software-prototyping","display_name":"Software prototyping","score":0.4876999855041504},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4823000133037567},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4377000033855438}],"concepts":[{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.7311999797821045},{"id":"https://openalex.org/C2780395129","wikidata":"https://www.wikidata.org/wiki/Q1128971","display_name":"Rapid prototyping","level":2,"score":0.7035999894142151},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6244000196456909},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6201000213623047},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5884000062942505},{"id":"https://openalex.org/C2776697782","wikidata":"https://www.wikidata.org/wiki/Q576460","display_name":"Software prototyping","level":4,"score":0.4876999855041504},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4823000133037567},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4377000033855438},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.4262000024318695},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.400299996137619},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.36469998955726624},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.361299991607666},{"id":"https://openalex.org/C2776604539","wikidata":"https://www.wikidata.org/wiki/Q6423395","display_name":"Knowledge sharing","level":2,"score":0.3240000009536743},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32030001282691956},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.304500013589859},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.29679998755455017},{"id":"https://openalex.org/C2780991453","wikidata":"https://www.wikidata.org/wiki/Q3408177","display_name":"Virtual prototyping","level":2,"score":0.2833999991416931},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2678999900817871}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3786151.3788602","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3786151.3788602","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM/IEEE International Workshop on Integrated Development Environments","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2602.21734","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2602.21734","pdf_url":"https://arxiv.org/pdf/2602.21734","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:doi:10.48550/arxiv.2602.21734","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1145/3786151.3788602","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3786151.3788602","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM/IEEE International Workshop on Integrated Development Environments","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Prototyping":[0],"plays":[1],"a":[2,59],"critical":[3],"role":[4],"in":[5],"the":[6],"development":[7],"of":[8,66],"machine":[9],"learning":[10],"(ML)":[11],"solutions,":[12],"yet":[13],"existing":[14],"tools":[15],"often":[16],"provide":[17],"limited":[18,49],"support":[19],"for":[20],"effective":[21],"collaboration":[22],"and":[23,53,69],"knowledge":[24,51,71],"reuse":[25],"among":[26],"stakeholders.":[27],"This":[28],"paper":[29],"introduces":[30],"Proto-ML,":[31],"an":[32],"IDE":[33],"designed":[34],"to":[35],"strengthen":[36],"ML":[37],"prototyping":[38,67],"workflows.":[39],"By":[40],"addressing":[41],"key":[42],"deficiencies":[43],"such":[44],"as":[45],"insufficient":[46],"stakeholder":[47],"involvement,":[48],"cross-project":[50],"reuse,":[52],"fragmented":[54],"tool":[55],"support,":[56],"Proto-ML":[57],"offers":[58],"unified":[60],"framework":[61],"that":[62],"enables":[63],"structured":[64],"documentation":[65],"activities":[68],"promotes":[70],"sharing":[72],"across":[73],"projects.":[74]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-02-27T00:00:00"}