The application of data mining techniques to model visual distraction of bicyclists
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- 作者：Cristofer Englund ; Cristofer.Englund@viktoria.se" class="auth_mail" title="E-mail the corresponding author ; Maria Nilsson Maria.Nilsson@viktoria.se" class="auth_mail" title="E-mail the corresponding author ; Alexey Voronov Alexey.Voronov@viktoria.se" class="auth_mail" title="E-mail the corresponding author
- 关键词：Bicycle simulator ; Data mining ; Bicyclist distraction ; Random forest ; Support vector machine ; Automated driving systems
- 刊名：Expert Systems with Applications
- 出版年：2016
- 出版时间：15 June 2016
- 年：2016
- 卷：52
- 期：Complete
- 页码：99-107
- 全文大小：1315 K
文摘
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A novel approach to modelling visual distraction of bicyclists is presented.
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A bicycle simulator for road traffic safety research is presented.
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We combine random forests for variable selection and support vector machine for modelling.
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A combination of qualitative and quantitative data provides the best results.
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The method may be used for automated vehicles to detect distracted bicyclists.