Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Univariate short-term prediction of road travel times
This paper presents an experimental comparison of several statistical machine learning methods for short-term prediction of travel times on road segments. The comparison includes linear regression, neural networks, regression trees, k-nearest neighbors, and locally-weighted regression, tested on the same historical data. In spite of the expected superiority of non-linear methods over linear regression, the only non-linear method that could consistently outperform linear regression was locally-weighted regression. This suggests that novel iterative linear regression algorithms should be a preferred prediction methods for large-scale travel time prediction.
Univariate short-term prediction of road travel times
This paper presents an experimental comparison of several statistical machine learning methods for short-term prediction of travel times on road segments. The comparison includes linear regression, neural networks, regression trees, k-nearest neighbors, and locally-weighted regression, tested on the same historical data. In spite of the expected superiority of non-linear methods over linear regression, the only non-linear method that could consistently outperform linear regression was locally-weighted regression. This suggests that novel iterative linear regression algorithms should be a preferred prediction methods for large-scale travel time prediction.
Univariate short-term prediction of road travel times
Nikovski, D. (Autor:in) / Nishiuma, N. (Autor:in) / Goto, Y. (Autor:in) / Kumazawa, H. (Autor:in)
01.01.2005
190592 byte
Aufsatz (Konferenz)
Elektronische Ressource
Englisch
Univariate Short-Term Prediction of Road Travel Times
| British Library Conference Proceedings | 2005
Customized Pretrip Prediction of Freeway Travel Times for Road Users
| British Library Online Contents | 2005
Short-Term Travel Time Prediction Considering the Effects of Weather
| British Library Online Contents | 2012
Freeway Short-Term Travel Time Prediction Based on Dynamic Tensor Completion
| British Library Online Contents | 2015
Reliable Real-Time Framework for Short-Term Freeway Travel Time Prediction
| Online Contents | 2006