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Feature Engineering for Map Matching of Low-Sampling-Rate GPS Trajectories in Road Network (1409.0797v1)
Published 2 Sep 2014 in stat.ML and cs.LG
Abstract: Map matching of GPS trajectories from a sequence of noisy observations serves the purpose of recovering the original routes in a road network. In this work in progress, we attempt to share our experience of feature construction in a spatial database by reporting our ongoing experiment of feature extrac-tion in Conditional Random Fields (CRFs) for map matching. Our preliminary results are obtained from real-world taxi GPS trajectories.
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