Rare Mode Choice in Freight Transport: Modal Shift from Road to Rail
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Promoting more environmentally friendly modes, such as rail, has been a popular topic globally for decades. However, despite several attempts to promote a modal shift to rail, the Japan Freight Railway Company has run a deficit for many years. In the absence of effective policies an increase in the usage of rail freight is unlikely as the country has experienced a long economic recession and the population is declining. A modal choice model was constructed in order to analyze measures to revive domestic rail freight for shipments from the Chukyo Metropolitan Area. Rail is so rarely chosen in Japan that a general discrete choice model can't accurately estimate this tiny fraction. Hence, in this study the authors employ a method to increase the accuracy of predictions of a rare mode choice, such as rail freight in this study, and apply the model to evaluate some measures to encourage a modal shift from truck to rail.
[1] Nitesh V. Chawla,et al. Data Mining for Imbalanced Datasets: An Overview , 2005, The Data Mining and Knowledge Discovery Handbook.
[2] Veerle Vanacker,et al. Logistic regression applied to natural hazards: rare event logistic regression with replications , 2012 .
[3] Gary King,et al. Logistic Regression in Rare Events Data , 2001, Political Analysis.
[4] Gary King,et al. Explaining Rare Events in International Relations , 2001, International Organization.