Adaptive ARFIMA models with applications to inflation

► This paper suggests a simple adaptive modification of the basic ARFIMA model. ► The model allows for both long memory and structural change. ► Simulation evidence suggests the model can be accurately estimated by QMLE. ► We investigate monthly CPI inflation series for the G7 countries. ► We find stable persistence across regimes and significant nonlinear effects.