Horse riding simulators are developed to provide entertainment and for performing rehabilitation. To provide a clear sensation of various situations, a dynamic horse model is required. We learned a horse walking model with dynamical movement primitives (DMPs) using a configuration with two linked rimless wheels. A transformation system is designed to deal with the stride function in the model, and an extra τ