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SPARSENESS, CONSISTENCY AND MODEL SELECTION FOR MARKOV REGIME-SWITCHING GAUSSIAN AUTOREGRESSIVE MODELS

We study Markov regime-switching Gaussian autoregressive models that capture temporal heterogeneity exhibited by time series data. Constructing a Markov regime-switching model requires making several ...