This paper compares the forecasting performance of linear and nonlinear models under the presence of structural breaks … probabilities of recessions are used to analyze the Brazilian business cycle. The ability of each model in forecasting out …-of-sample the growth rates of GDP is examined. The forecasting ability of the two models is also compared with linear specifications …