{"id":"https://openalex.org/W2984001816","doi":"https://doi.org/10.1109/iisa.2019.8900693","title":"RNNs for Classification of Driving Behaviour","display_name":"RNNs for Classification of Driving Behaviour","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2984001816","doi":"https://doi.org/10.1109/iisa.2019.8900693","mag":"2984001816"},"language":"en","primary_location":{"id":"doi:10.1109/iisa.2019.8900693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa.2019.8900693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5087663816","display_name":"Dimitris Mantzekis","orcid":null},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitris Mantzekis","raw_affiliation_strings":["University of Thessaly,Lamia,Greece","University of Thessaly, Lamia, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010064358","display_name":"Michalis A. Savelonas","orcid":"https://orcid.org/0000-0001-5582-753X"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Michalis Savelonas","raw_affiliation_strings":["University of Thessaly,Lamia,Greece","University of Thessaly, Lamia, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110210733","display_name":"S.A. Karkanis","orcid":null},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stavros Karkanis","raw_affiliation_strings":["University of Thessaly,Lamia,Greece","University of Thessaly, Lamia, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101514799","display_name":"Evaggelos Spyrou","orcid":"https://orcid.org/0000-0003-2067-9949"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Evaggelos Spyrou","raw_affiliation_strings":["University of Thessaly,Lamia,Greece","University of Thessaly, Lamia, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145722265"],"apc_list":null,"apc_paid":null,"fwci":0.7646,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.69206268,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9991999864578247,"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/recurrent-neural-network","display_name":"Recurrent neural network","score":0.8719449639320374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7290127277374268},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.7168314456939697},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.5787218809127808},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5351340174674988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5093875527381897},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.4894017279148102},{"id":"https://openalex.org/keywords/telematics","display_name":"Telematics","score":0.44677048921585083},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42303410172462463},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.41250866651535034},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.41093865036964417},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09935322403907776}],"concepts":[{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.8719449639320374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7290127277374268},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.7168314456939697},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.5787218809127808},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5351340174674988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5093875527381897},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.4894017279148102},{"id":"https://openalex.org/C89074322","wikidata":"https://www.wikidata.org/wiki/Q485669","display_name":"Telematics","level":2,"score":0.44677048921585083},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42303410172462463},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.41250866651535034},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.41093865036964417},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09935322403907776},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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":2,"locations":[{"id":"doi:10.1109/iisa.2019.8900693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iisa.2019.8900693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA)","raw_type":"proceedings-article"},{"id":"pmh:oai:ir.lib.uth.gr:11615/76303","is_oa":false,"landing_page_url":"http://hdl.handle.net/11615/76303","pdf_url":null,"source":{"id":"https://openalex.org/S4306400243","display_name":"University of Thessaly Institutional Repository (University of Thessaly)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145722265","host_organization_name":"University of Thessaly","host_organization_lineage":["https://openalex.org/I145722265"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"10th International Conference on Information, Intelligence, Systems and Applications, IISA 2019","raw_type":"conferenceItem"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1924770834","https://openalex.org/W2064675550","https://openalex.org/W2095705004","https://openalex.org/W2212703438","https://openalex.org/W2839695880","https://openalex.org/W2963266340","https://openalex.org/W6640212811","https://openalex.org/W6674330103","https://openalex.org/W6688167117"],"related_works":["https://openalex.org/W2912153778","https://openalex.org/W4387163678","https://openalex.org/W4288108708","https://openalex.org/W2973430807","https://openalex.org/W4385280324","https://openalex.org/W2890685186","https://openalex.org/W2984436043","https://openalex.org/W4390245176","https://openalex.org/W2912831041","https://openalex.org/W3173606726"],"abstract_inverted_index":{"Recurrent":[0],"neural":[1,36,119],"networks":[2,42,80],"are":[3,54,88,115],"an":[4,30,103],"obvious":[5],"choice":[6],"for":[7,64],"driving":[8],"behavior":[9],"analysis":[10],"by":[11],"means":[12],"of":[13,16,62,68,125],"time":[14,60],"series":[15,61],"measurements,":[17],"obtained":[18],"either":[19],"from":[20],"telematics":[21],"or":[22],"mobile":[23],"phone":[24],"sensors.":[25],"This":[26],"work":[27],"investigates":[28],"such":[29],"application,":[31],"employing":[32],"two":[33],"popular":[34],"recurrent":[35,45,78,99],"networks,":[37,47],"i.e.":[38],"long":[39,92],"short-term":[40,93],"memory":[41,94],"and":[43,98],"gated":[44,77],"unit":[46,79],"as":[48,50],"well":[49],"1D":[51,113],"convnets.":[52],"Experiments":[53],"performed":[55],"on":[56],"a":[57,116],"dataset":[58],"comprising":[59],"measurements":[63],"four":[65],"different":[66],"types":[67],"driving.":[69],"The":[70],"results":[71],"lead":[72,101],"to":[73,102,109],"the":[74,82,123],"conclusion":[75],"that":[76],"achieve":[81],"highest":[83],"classification":[84,110,128],"accuracy,":[85],"whereas":[86],"they":[87],"more":[89,117],"efficient":[90,118],"than":[91],"networks.":[95],"Moreover,":[96],"dropout":[97,100],"approximately":[104],"3%":[105],"increase":[106],"with":[107],"respect":[108],"accuracy.":[111,129],"Naturally,":[112],"convnets":[114],"network":[120],"alternative":[121],"at":[122],"cost":[124],"significantly":[126],"lower":[127]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}