{"id":"https://openalex.org/W4285340930","doi":"https://doi.org/10.1109/iccicc53683.2021.9811335","title":"Explainable AI for Car Crash Detection using Multivariate Time Series","display_name":"Explainable AI for Car Crash Detection using Multivariate Time Series","publication_year":2021,"publication_date":"2021-10-29","ids":{"openalex":"https://openalex.org/W4285340930","doi":"https://doi.org/10.1109/iccicc53683.2021.9811335"},"language":"en","primary_location":{"id":"doi:10.1109/iccicc53683.2021.9811335","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccicc53683.2021.9811335","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 20th International Conference on Cognitive Informatics & Cognitive Computing (ICCI*CC)","raw_type":"proceedings-article"},"type":"article","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":"https://openalex.org/A5067471614","display_name":"Lorenzo Tronchin","orcid":"https://orcid.org/0000-0001-6512-9444"},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Lorenzo Tronchin","raw_affiliation_strings":["Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","Bioinformatics, Universit&#x00E0","Unit of Computer Systems &#x0026"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","institution_ids":["https://openalex.org/I155125353"]},{"raw_affiliation_string":"Bioinformatics, Universit&#x00E0","institution_ids":[]},{"raw_affiliation_string":"Unit of Computer Systems &#x0026","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023365911","display_name":"Rosa Sicilia","orcid":"https://orcid.org/0000-0002-2513-0827"},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rosa Sicilia","raw_affiliation_strings":["Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","Bioinformatics, Universit&#x00E0","Unit of Computer Systems &#x0026"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","institution_ids":["https://openalex.org/I155125353"]},{"raw_affiliation_string":"Bioinformatics, Universit&#x00E0","institution_ids":[]},{"raw_affiliation_string":"Unit of Computer Systems &#x0026","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042081469","display_name":"Ermanno Cordelli","orcid":"https://orcid.org/0000-0001-6062-7575"},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ermanno Cordelli","raw_affiliation_strings":["Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","Bioinformatics, Universit&#x00E0","Unit of Computer Systems &#x0026"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","institution_ids":["https://openalex.org/I155125353"]},{"raw_affiliation_string":"Bioinformatics, Universit&#x00E0","institution_ids":[]},{"raw_affiliation_string":"Unit of Computer Systems &#x0026","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081098143","display_name":"Lorenzo Ricciardi Celsi","orcid":"https://orcid.org/0000-0003-3809-8886"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lorenzo Ricciardi Celsi","raw_affiliation_strings":["ELIS Innovation Hub"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ELIS Innovation Hub","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005104347","display_name":"Daniele Maccagnola","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090951","display_name":"Advanced Pharma","ror":"https://ror.org/00c3pmw05","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210090951"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniele Maccagnola","raw_affiliation_strings":["Advanced Analytics, Generali Italia,Milano,Italy","Advanced Analytics, Generali Italia, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Analytics, Generali Italia,Milano,Italy","institution_ids":["https://openalex.org/I4210090951"]},{"raw_affiliation_string":"Advanced Analytics, Generali Italia, Milano, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109274023","display_name":"Massimo Natale","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090951","display_name":"Advanced Pharma","ror":"https://ror.org/00c3pmw05","country_code":"US","type":"facility","lineage":["https://openalex.org/I4210090951"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Massimo Natale","raw_affiliation_strings":["Advanced Analytics, Generali Italia,Milano,Italy","Advanced Analytics, Generali Italia, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Analytics, Generali Italia,Milano,Italy","institution_ids":["https://openalex.org/I4210090951"]},{"raw_affiliation_string":"Advanced Analytics, Generali Italia, Milano, Italy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003216983","display_name":"Paolo Soda","orcid":"https://orcid.org/0000-0003-2621-072X"},"institutions":[{"id":"https://openalex.org/I155125353","display_name":"Universit\u00e0 Campus Bio-Medico","ror":"https://ror.org/04gqx4x78","country_code":"IT","type":"education","lineage":["https://openalex.org/I155125353"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Soda","raw_affiliation_strings":["Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","Bioinformatics, Universit&#x00E0","Unit of Computer Systems &#x0026"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unit of Computer Systems & Bioinformatics, Università Campus Bio-Medico di Roma","institution_ids":["https://openalex.org/I155125353"]},{"raw_affiliation_string":"Bioinformatics, Universit&#x00E0","institution_ids":[]},{"raw_affiliation_string":"Unit of Computer Systems &#x0026","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5067471614"],"corresponding_institution_ids":["https://openalex.org/I155125353"],"apc_list":null,"apc_paid":null,"fwci":0.4198,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.71414588,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"30","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994999766349792,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994999766349792,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9940000176429749,"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/computer-science","display_name":"Computer science","score":0.768999457359314},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7532432079315186},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.6567846536636353},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6327917575836182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6294906139373779},{"id":"https://openalex.org/keywords/telematics","display_name":"Telematics","score":0.616317629814148},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4984004497528076},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47421836853027344},{"id":"https://openalex.org/keywords/crash","display_name":"Crash","score":0.47110775113105774},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.44258779287338257},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.43070170283317566},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4245885908603668},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.41519057750701904},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11155971884727478},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.062330424785614014}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.768999457359314},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7532432079315186},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.6567846536636353},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6327917575836182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6294906139373779},{"id":"https://openalex.org/C89074322","wikidata":"https://www.wikidata.org/wiki/Q485669","display_name":"Telematics","level":2,"score":0.616317629814148},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4984004497528076},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47421836853027344},{"id":"https://openalex.org/C183469790","wikidata":"https://www.wikidata.org/wiki/Q333501","display_name":"Crash","level":2,"score":0.47110775113105774},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.44258779287338257},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.43070170283317566},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4245885908603668},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.41519057750701904},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11155971884727478},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.062330424785614014},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccicc53683.2021.9811335","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccicc53683.2021.9811335","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 20th International Conference on Cognitive Informatics & Cognitive Computing (ICCI*CC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.8299999833106995}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W1849277567","https://openalex.org/W1850325679","https://openalex.org/W1921523184","https://openalex.org/W1999478155","https://openalex.org/W2029438113","https://openalex.org/W2049058890","https://openalex.org/W2106595237","https://openalex.org/W2163605009","https://openalex.org/W2240086230","https://openalex.org/W2282821441","https://openalex.org/W2493343568","https://openalex.org/W2594475271","https://openalex.org/W2594633041","https://openalex.org/W2598525681","https://openalex.org/W2613904329","https://openalex.org/W2614087582","https://openalex.org/W2783323081","https://openalex.org/W2785373760","https://openalex.org/W2792764867","https://openalex.org/W2808870406","https://openalex.org/W2892035503","https://openalex.org/W2892285692","https://openalex.org/W2893425640","https://openalex.org/W2935044865","https://openalex.org/W2945976633","https://openalex.org/W2947181166","https://openalex.org/W2962727190","https://openalex.org/W2962772482","https://openalex.org/W2962851944","https://openalex.org/W2962858109","https://openalex.org/W2962862931","https://openalex.org/W2963434542","https://openalex.org/W2963749936","https://openalex.org/W2963847595","https://openalex.org/W2964716450","https://openalex.org/W2971156299","https://openalex.org/W2996061341","https://openalex.org/W3009296583","https://openalex.org/W3011806746","https://openalex.org/W3017451302","https://openalex.org/W3084430883","https://openalex.org/W3094595351","https://openalex.org/W3150957536","https://openalex.org/W4287774426","https://openalex.org/W4388497721","https://openalex.org/W4402843978","https://openalex.org/W6640185926","https://openalex.org/W6684191040","https://openalex.org/W6685133223","https://openalex.org/W6734194636","https://openalex.org/W6737778391","https://openalex.org/W6737947904","https://openalex.org/W6749825310","https://openalex.org/W6763066347","https://openalex.org/W6776368443","https://openalex.org/W6778463503","https://openalex.org/W6790587931","https://openalex.org/W6793797138","https://openalex.org/W6794470156","https://openalex.org/W6966752345"],"related_works":["https://openalex.org/W28596303","https://openalex.org/W2075084475","https://openalex.org/W571717219","https://openalex.org/W2111119084","https://openalex.org/W2753549526","https://openalex.org/W2906361627","https://openalex.org/W2770474257","https://openalex.org/W3169289700","https://openalex.org/W2286386640","https://openalex.org/W2172548244"],"abstract_inverted_index":{"The":[0],"pervasiveness":[1],"of":[2,32,43,54,60],"Artificial":[3,35],"Intelligence":[4,36],"approaches":[5],"in":[6,12,38],"effectively":[7],"supporting":[8],"the":[9,17,28,52],"decision":[10],"process":[11],"many":[13],"applications":[14],"has":[15],"raised":[16],"need":[18],"to":[19,66],"explain":[20],"their":[21],"behaviour.":[22],"In":[23],"this":[24,67],"context,":[25],"we":[26],"present":[27],"application":[29],"and":[30,59],"evaluation":[31],"three":[33],"eXplainable":[34],"methods":[37,62],"a":[39],"real-world":[40],"multimodal":[41],"task":[42],"anomaly":[44],"detection":[45],"on":[46],"telematics":[47],"data.":[48],"We":[49],"cope":[50],"with":[51],"challenge":[53],"explaining":[55],"Multivariate":[56],"Time":[57],"Series":[58],"translating":[61],"designed":[63],"for":[64],"images":[65],"domain.":[68]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}