{"id":"https://openalex.org/W4402298728","doi":"https://doi.org/10.1007/978-3-031-71629-4_20","title":"Advancing Manufacturing with Interpretable Machine Learning: LIME-Driven Insights from the SECOM Dataset","display_name":"Advancing Manufacturing with Interpretable Machine Learning: LIME-Driven Insights from the SECOM Dataset","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402298728","doi":"https://doi.org/10.1007/978-3-031-71629-4_20"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-71629-4_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-71629-4_20","pdf_url":null,"source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-05233919","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092864761","display_name":"Anna Presciuttini","orcid":"https://orcid.org/0000-0003-3051-0039"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Anna Presciuttini","raw_affiliation_strings":["Department of Management, Economics and Industrial Engineering, Politecnico di Milano, 20156, Milan, Italy","DIG - Department of Management, Economics and Industrial Engineering [Milan] (Via Lambruschini 4/B, 20156 Milan, Italy - Italy)"],"raw_orcid":"https://orcid.org/0000-0003-3051-0039","affiliations":[{"raw_affiliation_string":"Department of Management, Economics and Industrial Engineering, Politecnico di Milano, 20156, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"DIG - Department of Management, Economics and Industrial Engineering [Milan] (Via Lambruschini 4/B, 20156 Milan, Italy - Italy)","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020671297","display_name":"Alessandra Cantini","orcid":"https://orcid.org/0000-0001-6288-484X"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandra Cantini","raw_affiliation_strings":["Department of Management, Economics and Industrial Engineering, Politecnico di Milano, 20156, Milan, Italy","DIG - Department of Management, Economics and Industrial Engineering [Milan] (Via Lambruschini 4/B, 20156 Milan, Italy - Italy)"],"raw_orcid":"https://orcid.org/0000-0001-6288-484X","affiliations":[{"raw_affiliation_string":"Department of Management, Economics and Industrial Engineering, Politecnico di Milano, 20156, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"DIG - Department of Management, Economics and Industrial Engineering [Milan] (Via Lambruschini 4/B, 20156 Milan, Italy - Italy)","institution_ids":["https://openalex.org/I189158943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044668480","display_name":"Alberto Portioli Staudacher","orcid":"https://orcid.org/0000-0002-9807-1215"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alberto Portioli-Staudacher","raw_affiliation_strings":["Department of Management, Economics and Industrial Engineering, Politecnico di Milano, 20156, Milan, Italy","DIG - Department of Management, Economics and Industrial Engineering [Milan] (Via Lambruschini 4/B, 20156 Milan, Italy - Italy)"],"raw_orcid":"https://orcid.org/0000-0002-9807-1215","affiliations":[{"raw_affiliation_string":"Department of Management, Economics and Industrial Engineering, Politecnico di Milano, 20156, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"DIG - Department of Management, Economics and Industrial Engineering [Milan] (Via Lambruschini 4/B, 20156 Milan, Italy - Italy)","institution_ids":["https://openalex.org/I189158943"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5092864761"],"corresponding_institution_ids":["https://openalex.org/I189158943","https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":2.2469,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.89036558,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"286","last_page":"300"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9945999979972839,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9945999979972839,"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/T14351","display_name":"Statistical and Computational Modeling","score":0.9807999730110168,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9602000117301941,"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/lime","display_name":"Lime","score":0.6707816123962402},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5552647113800049},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49965572357177734},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4562981128692627},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1583215594291687},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.07575997710227966}],"concepts":[{"id":"https://openalex.org/C2778218555","wikidata":"https://www.wikidata.org/wiki/Q250423","display_name":"Lime","level":2,"score":0.6707816123962402},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5552647113800049},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49965572357177734},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4562981128692627},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1583215594291687},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.07575997710227966}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-031-71629-4_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-71629-4_20","pdf_url":null,"source":{"id":"https://openalex.org/S4210185096","display_name":"IFIP advances in information and communication technology","issn_l":"1868-422X","issn":["1868-422X","1868-4238"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IFIP Advances in Information and Communication Technology","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-05233919v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-05233919","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"43th IFIP International Conference on Advances in Production Management Systems (APMS), Sep 2024, Chemnitz, Germany. pp.286-300, ⟨10.1007/978-3-031-71629-4_20⟩","raw_type":"Conference papers"},{"id":"pmh:oai:re.public.polimi.it:11311/1278986","is_oa":true,"landing_page_url":"https://www.scopus.com/record/display.uri?eid=2-s2.0-85204630776&origin=resultslist","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","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:HAL:hal-05233919v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-05233919","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"43th IFIP International Conference on Advances in Production Management Systems (APMS), Sep 2024, Chemnitz, Germany. pp.286-300, ⟨10.1007/978-3-031-71629-4_20⟩","raw_type":"Conference papers"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2081697244","https://openalex.org/W2153450303","https://openalex.org/W2156665896","https://openalex.org/W2770547749","https://openalex.org/W2953121811","https://openalex.org/W3215450491","https://openalex.org/W4200224444","https://openalex.org/W4281934010","https://openalex.org/W4285152835","https://openalex.org/W4290072450","https://openalex.org/W4297100880","https://openalex.org/W4312132544","https://openalex.org/W4313427483","https://openalex.org/W4327572256","https://openalex.org/W4364355574","https://openalex.org/W4366088469","https://openalex.org/W4381747287","https://openalex.org/W4386716685","https://openalex.org/W4392975006","https://openalex.org/W6629195898"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2024-09-07T00:00:00"}