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The inherent precision of regression estimated route probabilities
Authors:U Hjorth
Institution:Department of Mathematical Statistics, Chalmers University of Technology, S-41296 Göteborg, Sweden
Abstract:From basic assumptions about independent and consistent driver behaviour, and with data from traffic counts, we derive statistical properties of regression or correlation estimates of route selection probabilities, turning probabilities and travelling times. Our modelling is conditional in a way that avoids most traffic generation problems and permits an asymptotic analysis of the precision under mild assumptions allowing non-stationarity. This allows us to put together non-stationary data from the corresponding time intervals during several days when we aim at high precision estimates.
Keywords:Traffic flow  Correlation  Regression  Route selection  Travelling time  Estimation  Variance  Confidence interval  Asymptotics
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