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dc.contributor.author
Gao, Guangyuan
dc.contributor.author
Wüthrich, Mario V.
dc.date.accessioned
2019-02-08T15:13:11Z
dc.date.available
2019-02-01T04:49:34Z
dc.date.available
2019-02-08T15:13:11Z
dc.date.issued
2019-03
dc.identifier.other
10.3390/risks7010006
en_US
dc.identifier.uri
http://hdl.handle.net/20.500.11850/322353
dc.identifier.doi
10.3929/ethz-b-000322353
dc.description.abstract
The aim of this project is to analyze high-frequency GPS location data (second per second) of individual car drivers (and trips). We extract feature information about speeds, acceleration, deceleration, and changes of direction from this high-frequency GPS location data. Time series of this feature information allow us to appropriately allocate individual car driving trips to selected drivers using convolutional neural networks
en_US
dc.format
application/pdf
en_US
dc.language.iso
en
en_US
dc.publisher
MDPI
en_US
dc.rights.uri
http://creativecommons.org/licenses/by/4.0/
dc.subject
telematics car driving data
en_US
dc.subject
Driving styles
en_US
dc.subject
pattern recognition
en_US
dc.subject
Image recognition
en_US
dc.subject
convolutional neural networks
en_US
dc.title
Convolutional Neural Network Classification of Telematics Car Driving Data
en_US
dc.type
Journal Article
dc.rights.license
Creative Commons Attribution 4.0 International
dc.date.published
2019-01-10
ethz.journal.title
Risks
ethz.journal.volume
7
en_US
ethz.journal.issue
1
en_US
ethz.pages.start
6
en_US
ethz.size
18 p.
en_US
ethz.version.deposit
publishedVersion
en_US
ethz.identifier.scopus
ethz.publication.place
Basel
en_US
ethz.publication.status
published
en_US
ethz.leitzahl
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02000 - Dep. Mathematik / Dep. of Mathematics::02003 - Mathematik Selbständige Professuren::08813 - Wüthrich, Mario Valentin (Tit.-Prof.)
ethz.leitzahl.certified
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02000 - Dep. Mathematik / Dep. of Mathematics::02003 - Mathematik Selbständige Professuren::08813 - Wüthrich, Mario Valentin (Tit.-Prof.)
ethz.date.deposited
2019-02-01T04:49:37Z
ethz.source
SCOPUS
ethz.eth
yes
en_US
ethz.availability
Open access
en_US
ethz.rosetta.installDate
2019-02-08T15:13:32Z
ethz.rosetta.lastUpdated
2019-02-08T15:13:32Z
ethz.rosetta.exportRequired
true
ethz.rosetta.versionExported
true
ethz.COinS
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