{"id":"https://openalex.org/W4416242390","doi":"https://doi.org/10.1007/978-3-032-10762-6_7","title":"Trade-Off Between Interpretability and Accuracy: How Can XAI Build Trust in Track Geometry Predictive Maintenance?","display_name":"Trade-Off Between Interpretability and Accuracy: How Can XAI Build Trust in Track Geometry Predictive Maintenance?","publication_year":2025,"publication_date":"2025-11-15","ids":{"openalex":"https://openalex.org/W4416242390","doi":"https://doi.org/10.1007/978-3-032-10762-6_7"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-10762-6_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-10762-6_7","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":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shahab Aldin Mansouri","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Shahab Aldin Mansouri","raw_affiliation_strings":["Dipartimento di Ingegneria Civile, Edile e Ambientale (DICEA), Sapienza Universit\u00e0 di Roma, Roma, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Civile, Edile e Ambientale (DICEA), Sapienza Universit\u00e0 di Roma, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001433883","display_name":"Rebecca Dziedzic","orcid":"https://orcid.org/0000-0002-1810-8285"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rebecca Dziedzic","raw_affiliation_strings":["Department of Building, Civil and Environmental Engineering, Concordia University, Montreal, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Building, Civil and Environmental Engineering, Concordia University, Montreal, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055375159","display_name":"Riccardo Licciardello","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Licciardello","raw_affiliation_strings":["Dipartimento di Ingegneria Civile, Edile e Ambientale (DICEA), Sapienza Universit\u00e0 di Roma, Roma, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Civile, Edile e Ambientale (DICEA), Sapienza Universit\u00e0 di Roma, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118444148","display_name":"Sepehr Abdi Goudarzi","orcid":null},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sepehr Abdi Goudarzi","raw_affiliation_strings":["Dipartimento di Ingegneria Civile, Edile e Ambientale (DICEA), Sapienza Universit\u00e0 di Roma, Roma, Italy"],"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Civile, Edile e Ambientale (DICEA), Sapienza Universit\u00e0 di Roma, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028239686","display_name":"Vito Ren\u00f2","orcid":"https://orcid.org/0000-0003-1830-4961"},"institutions":[{"id":"https://openalex.org/I4210146308","display_name":"Institute of Intelligent Systems for Automation","ror":"https://ror.org/051t1q308","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210146308","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vito Ren\u00f2","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, CNR, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, CNR, Bari, Italy","institution_ids":["https://openalex.org/I4210146308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070779601","display_name":"Angelo Cardellicchio","orcid":"https://orcid.org/0000-0003-3313-4817"},"institutions":[{"id":"https://openalex.org/I4210146308","display_name":"Institute of Intelligent Systems for Automation","ror":"https://ror.org/051t1q308","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210146308","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Angelo Cardellicchio","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, CNR, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, CNR, Bari, Italy","institution_ids":["https://openalex.org/I4210146308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052272280","display_name":"Massimiliano Nitti","orcid":"https://orcid.org/0000-0002-0555-3443"},"institutions":[{"id":"https://openalex.org/I4210146308","display_name":"Institute of Intelligent Systems for Automation","ror":"https://ror.org/051t1q308","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210146308","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimiliano Nitti","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, CNR, Bari, Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing, CNR, Bari, Italy","institution_ids":["https://openalex.org/I4210146308"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.75977896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"58","last_page":"77"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10842","display_name":"Railway Engineering and Dynamics","score":0.7962999939918518,"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"}},"topics":[{"id":"https://openalex.org/T10842","display_name":"Railway Engineering and Dynamics","score":0.7962999939918518,"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"}},{"id":"https://openalex.org/T11568","display_name":"Railway Systems and Energy Efficiency","score":0.06300000101327896,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.02199999988079071,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/interpretability","display_name":"Interpretability","score":0.9545000195503235},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5389000177383423},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.47690001130104065},{"id":"https://openalex.org/keywords/track","display_name":"Track (disk drive)","score":0.4578000009059906},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4104999899864197},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.4074000120162964},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.35899999737739563},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.3560999929904938}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9545000195503235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8187000155448914},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6097000241279602},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5394999980926514},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5389000177383423},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.47690001130104065},{"id":"https://openalex.org/C89992363","wikidata":"https://www.wikidata.org/wiki/Q5961558","display_name":"Track (disk drive)","level":2,"score":0.4578000009059906},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4104999899864197},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.4074000120162964},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.35899999737739563},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.3560999929904938},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.3555999994277954},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.3546000123023987},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3402000069618225},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.336899995803833},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2930000126361847},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2851000130176544},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C2780899546","wikidata":"https://www.wikidata.org/wiki/Q10676734","display_name":"Track geometry","level":3,"score":0.2603999972343445}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-10762-6_7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-10762-6_7","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2099834279","https://openalex.org/W2295598076","https://openalex.org/W2318937711","https://openalex.org/W2487898712","https://openalex.org/W2506875728","https://openalex.org/W2794204271","https://openalex.org/W2945645763","https://openalex.org/W2962862931","https://openalex.org/W2981731882","https://openalex.org/W3003794402","https://openalex.org/W3035800748","https://openalex.org/W3051995256","https://openalex.org/W3122463660","https://openalex.org/W3138819813","https://openalex.org/W3150957536","https://openalex.org/W3167900848","https://openalex.org/W3215450491","https://openalex.org/W4226115663","https://openalex.org/W4231025575","https://openalex.org/W4315864862","https://openalex.org/W4366262984","https://openalex.org/W4384526277","https://openalex.org/W4387089614","https://openalex.org/W4387589990","https://openalex.org/W4390405429","https://openalex.org/W4392978897","https://openalex.org/W4399434556","https://openalex.org/W4400135851","https://openalex.org/W4402680855","https://openalex.org/W4404143523","https://openalex.org/W4406080122","https://openalex.org/W4406618167","https://openalex.org/W4407224551"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-11-15T00:00:00"}
