{"id":"https://openalex.org/W2972574836","doi":"https://doi.org/10.1007/978-3-030-30493-5_38","title":"The Good, the Bad and the Ugly: Augmenting a Black-Box Model with Expert Knowledge","display_name":"The Good, the Bad and the Ugly: Augmenting a Black-Box Model with Expert Knowledge","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2972574836","doi":"https://doi.org/10.1007/978-3-030-30493-5_38","mag":"2972574836"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-30493-5_38","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-30493-5_38","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1907.11105","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019819029","display_name":"Raoul Heese","orcid":"https://orcid.org/0000-0001-7479-3339"},"institutions":[{"id":"https://openalex.org/I3019415892","display_name":"Fraunhofer Institute for Industrial Mathematics","ror":"https://ror.org/019hjw009","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019415892","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Raoul Heese","raw_affiliation_strings":["Fraunhofer Center for Machine Learning, Sankt Augustin, Germany","Fraunhofer ITWM, Fraunhofer-Platz 1, 67663, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Center for Machine Learning, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210110507"]},{"raw_affiliation_string":"Fraunhofer ITWM, Fraunhofer-Platz 1, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I3019415892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081633054","display_name":"Micha\u0142 Walczak","orcid":"https://orcid.org/0000-0002-4701-9476"},"institutions":[{"id":"https://openalex.org/I3019415892","display_name":"Fraunhofer Institute for Industrial Mathematics","ror":"https://ror.org/019hjw009","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019415892","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Micha\u0142 Walczak","raw_affiliation_strings":["Fraunhofer Center for Machine Learning, Sankt Augustin, Germany","Fraunhofer ITWM, Fraunhofer-Platz 1, 67663, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Center for Machine Learning, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210110507"]},{"raw_affiliation_string":"Fraunhofer ITWM, Fraunhofer-Platz 1, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I3019415892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069327998","display_name":"Lukas Morand","orcid":"https://orcid.org/0000-0002-8566-7642"},"institutions":[{"id":"https://openalex.org/I4210132651","display_name":"Fraunhofer Institute for Mechanics of Materials","ror":"https://ror.org/04hm8eb66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210132651","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas Morand","raw_affiliation_strings":["Fraunhofer Institute for Mechanics of Materials IWM, W\u00f6hlerstra\u00dfe 11, 79108, Freiburg, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechanics of Materials IWM, W\u00f6hlerstra\u00dfe 11, 79108, Freiburg, Germany","institution_ids":["https://openalex.org/I4210132651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055369180","display_name":"Dirk Helm","orcid":"https://orcid.org/0000-0002-5398-5443"},"institutions":[{"id":"https://openalex.org/I4210132651","display_name":"Fraunhofer Institute for Mechanics of Materials","ror":"https://ror.org/04hm8eb66","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210132651","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dirk Helm","raw_affiliation_strings":["Fraunhofer Institute for Mechanics of Materials IWM, W\u00f6hlerstra\u00dfe 11, 79108, Freiburg, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Mechanics of Materials IWM, W\u00f6hlerstra\u00dfe 11, 79108, Freiburg, Germany","institution_ids":["https://openalex.org/I4210132651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000192875","display_name":"Michael Bortz","orcid":"https://orcid.org/0000-0001-8169-2907"},"institutions":[{"id":"https://openalex.org/I4210110507","display_name":"Fraunhofer Institute for Applied Information Technology","ror":"https://ror.org/01ak24c12","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110507","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I3019415892","display_name":"Fraunhofer Institute for Industrial Mathematics","ror":"https://ror.org/019hjw009","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019415892","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Bortz","raw_affiliation_strings":["Fraunhofer Center for Machine Learning, Sankt Augustin, Germany","Fraunhofer ITWM, Fraunhofer-Platz 1, 67663, Kaiserslautern, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Center for Machine Learning, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I4210110507"]},{"raw_affiliation_string":"Fraunhofer ITWM, Fraunhofer-Platz 1, 67663, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I3019415892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5019819029"],"corresponding_institution_ids":["https://openalex.org/I3019415892","https://openalex.org/I4210110507"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.2272,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.92051444,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"391","last_page":"395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9962000250816345,"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"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9962000250816345,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.9079728126525879},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8006821274757385},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7039312124252319},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6434511542320251},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6190624833106995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49023228883743286},{"id":"https://openalex.org/keywords/white-box","display_name":"White box","score":0.47065654397010803},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4443184733390808},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4106941819190979}],"concepts":[{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.9079728126525879},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8006821274757385},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7039312124252319},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6434511542320251},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6190624833106995},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49023228883743286},{"id":"https://openalex.org/C180932941","wikidata":"https://www.wikidata.org/wiki/Q997233","display_name":"White box","level":2,"score":0.47065654397010803},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4443184733390808},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4106941819190979},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-030-30493-5_38","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-30493-5_38","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:1907.11105","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1907.11105","pdf_url":"https://arxiv.org/pdf/1907.11105","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:fraunhofer.de:N-559251","is_oa":true,"landing_page_url":"http://publica.fraunhofer.de/documents/N-559251.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"Fraunhofer IWM","raw_type":"Conference Paper"},{"id":"pmh:oai:publica.fraunhofer.de:publica/405288","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/405288","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1907.11105","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1907.11105","pdf_url":"https://arxiv.org/pdf/1907.11105","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1579853615","https://openalex.org/W1835882583","https://openalex.org/W1982334919","https://openalex.org/W2068238590","https://openalex.org/W2945637015","https://openalex.org/W6702458605"],"related_works":["https://openalex.org/W2047881532","https://openalex.org/W1984273188","https://openalex.org/W2727407240","https://openalex.org/W4385437088","https://openalex.org/W154189287","https://openalex.org/W3033197410","https://openalex.org/W2777690624","https://openalex.org/W2601181618","https://openalex.org/W1855700431","https://openalex.org/W2385964753"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":6}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}