when expectations are formed by adaptive learning within a nonlinear approximation of a model. This novel approach is … applied to a standard New Keynesian model that is estimated using U.S. data. The nonlinear model with adaptive learning … improves model fit compared to the linearized model with and without adaptive learning as well as the nonlinear model with …