Analysing the impact of travel information for minimising the regret of route choice

•Mobile navigation app that provides drivers with travel information on their routes.•Action regret definition as a linear combination of local and global information.•Method for agents estimating action regret using their experience and app information.•Reinforcement learning algorithm using action regret as reinforcement signal.•Experiments showing regret is minimised and system converges to the User Equilibrium.