Short-term wind speed forecasting with Markov-switching model

•A Markov-switching model is proposed to forecast wind speed.•A Bayesian inference is introduced to estimate the parameters of the Markov-switching model.•A comparative analysis of Markov-switching model and four baseline models is presented.•The Markov-switching model is promising in wind speed forecasting based on computational results.