<efrbr:recordSet xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:efrbr="http://vfrbr.info/efrbr/1.1" xmlns:efrbr-work="http://vfrbr.info/efrbr/1.1/work" xmlns:efrbr-expression="http://vfrbr.info/efrbr/1.1/expression" xmlns:efrbr-manifestation="http://vfrbr.info/efrbr/1.1/manifestation" xmlns:efrbr-person="http://vfrbr.info/efrbr/1.1/person" xmlns:efrbr-corporateBody="http://vfrbr.info/efrbr/1.1/corporateBody" xmlns:efrbr-concept="http://vfrbr.info/efrbr/1.1/concept" xmlns:efrbr-structure="http://vfrbr.info/efrbr/1.1/structure" xmlns:efrbr-responsible="http://vfrbr.info/efrbr/1.1/responsible" xmlns:efrbr-subject="http://vfrbr.info/efrbr/1.1/subject" xmlns:efrbr-other="http://vfrbr.info/efrbr/1.1/other" xsi:schemaLocation="http://vfrbr.info/efrbr/1.1 http://vfrbr.info/schemas/1.1/efrbr.xsd"><efrbr:entities><efrbr-work:work identifier="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59"><efrbr-work:titleOfTheWork>Mining aberrant driving behavior characteristics</efrbr-work:titleOfTheWork></efrbr-work:work><efrbr-expression:expression identifier="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59"><efrbr-expression:titleOfTheExpression>Mining aberrant driving behavior characteristics</efrbr-expression:titleOfTheExpression><efrbr-expression:formOfExpression vocabulary="DIAS:TYPES">
            Σύντομη Δημοσίευση σε Συνέδριο
            Conference Short Paper
         </efrbr-expression:formOfExpression><efrbr-expression:dateOfExpression type="issued">2015-11-05</efrbr-expression:dateOfExpression><efrbr-expression:dateOfExpression type="published">2005</efrbr-expression:dateOfExpression><efrbr-expression:languageOfExpression vocabulary="iso639-1">en</efrbr-expression:languageOfExpression><efrbr-expression:summarizationOfContent>This article demonstrates the contribution of machine learning in modeling
of aberrant driving characteristics. We demonstrate how machine learning can be
deployed to identify, classify, and model interesting and useful knowledge patterns,
which are hidden in self reported replies to a Driving Behavior Questionnaire.
Demonstration is based on empirical results drawn from 1453 responders in Greece.
Experimentation was based on two machine learning approaches: decision tree
learning and association rule mining and learning focused on the exact driver
characteristics thought to be responsible for an accident to occur. Accuracy of results
was assessed using randomized testing</efrbr-expression:summarizationOfContent><efrbr-expression:useRestrictionsOnTheExpression type="creative-commons">http://creativecommons.org/licenses/by/4.0/</efrbr-expression:useRestrictionsOnTheExpression><efrbr-expression:note type="conference name">Διεθνές συνέδριο WSEAS </efrbr-expression:note></efrbr-expression:expression><efrbr-person:person identifier="http://users.isc.tuc.gr/~vmoustakis"><efrbr-person:nameOfPerson vocabulary="TUC:LDAP">
            Moustakis Vasilis
            Μουστακης Βασιλης
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="http://users.isc.tuc.gr/~ltsironis"><efrbr-person:nameOfPerson vocabulary="TUC:LDAP">
            Tsironis Loukas
            Τσιρωνης Λουκας
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="http://users.isc.tuc.gr/~tkontogiannis"><efrbr-person:nameOfPerson vocabulary="TUC:LDAP">
            Kontogiannis Thomas
            Κοντογιαννης Θωμας
         </efrbr-person:nameOfPerson></efrbr-person:person><efrbr-person:person identifier="213E312E-6F03-4FBB-B857-478698162751"><efrbr-person:nameOfPerson vocabulary="">
            H. Mavropoulos
         </efrbr-person:nameOfPerson></efrbr-person:person></efrbr:entities><efrbr:relationships><efrbr-structure:structureRelations><efrbr-structure:realizedThrough sourceEntity="work" targetEntity="expression" sourceURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59" targetURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59"/></efrbr-structure:structureRelations><efrbr-responsible:responsibleRelations><efrbr-responsible:createdBy sourceEntity="work" targetEntity="person" sourceURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59" targetURI="http://users.isc.tuc.gr/~vmoustakis"/><efrbr-responsible:realizedBy sourceEntity="expression" role="author" targetEntity="person" sourceURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59" targetURI="http://users.isc.tuc.gr/~vmoustakis"/><efrbr-responsible:realizedBy sourceEntity="expression" role="author" targetEntity="person" sourceURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59" targetURI="http://users.isc.tuc.gr/~ltsironis"/><efrbr-responsible:realizedBy sourceEntity="expression" role="author" targetEntity="person" sourceURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59" targetURI="http://users.isc.tuc.gr/~tkontogiannis"/><efrbr-responsible:realizedBy sourceEntity="expression" role="author" targetEntity="person" sourceURI="http://purl.tuc.gr/dl/dias/1FA4C9A6-4931-4606-901C-F7E43F935E59" targetURI="213E312E-6F03-4FBB-B857-478698162751"/></efrbr-responsible:responsibleRelations><efrbr-subject:subjectRelations/><efrbr-other:otherRelations/></efrbr:relationships></efrbr:recordSet>