Are data mining techniques for time-series useful in developing a data-driven car-following model?

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Mohan Venigalla

I don't see why not. Another technique you want to consider is generalized additive models (GAMs) using nonparametric smoothing. GAMs can account for seasonality and long-term trend, as well as weather conditions.

Zhengbing He

Hi Umair, I recently proposed a data-driven car-following model in the following paper: A simple nonparametric car-following model driven by field data. Transportation Research Part B, 80(2015), 185–201. Hopefully, it may help.