How do cyclists interact with motorized vehicles at unsignalized intersections? Modeling cyclists’ yielding behavior using naturalistic data

•Naturalistic data was used to model the cyclist-vehicle interaction.•The model predicts the yielding decision at an unsignalized intersection.•The model uses both the kinematics and the cyclists’ behavioral cues for prediction.•Head movement and pedaling were significant predictors.