Background Physical human-robot interaction (pHRI) is increasingly used in applications where a human model needs to be developed to anticipate future actions including robot-assisted rehabilitation, robotic surgery, and collaborative manufacturing. Modeling humans is a challenging task because of the inherent uncertainties of human decision-making,...