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simple and threshold jumps and continuous variation yields a substantial improvement in volatility forecasting or not. The …
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We study the asymptotic properties of the Adaptive LASSO (adaLASSO) in sparse, high-dimensional, linear time-series models. We assume that both the number of covariates in the model and the number of candidate variables can increase with the sample size (polynomially or geometrically). In other...
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using these models in an out-of-sample forecasting exercise compared with the forecasts obtained based on the usual linear …
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