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Adaptive Lasso for vector Multiplicative Error Models
Cattivelli, Luca; Gallo, Giampiero M. - In: Quantitative finance 20 (2020) 2, pp. 255-274
Persistent link: https://www.econbiz.de/10012194865
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Sparse structures with LASSO through principal components : forecasting GDP components in the short-run
Jokubaitis, Saulius; Celov, Dmitrij; Leipus, Remigijus - In: International journal of forecasting 37 (2021) 2, pp. 759-776
Persistent link: https://www.econbiz.de/10012792868
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L1-regularization of high-dimensional time-series models with flexible innovations
Medeiros, Marcelo C.; Mendes, Eduardo F. - 2015
We study the asymptotic properties of the Adaptive LASSO (adaLASSO) in sparse, high-dimensional, linear time …
Persistent link: https://www.econbiz.de/10010505038
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Lasso-type and heuristic strategies in model selection and forecasting
Savin, Ivan; Winker, Peter - 2012
popular approaches in this research field is given by Lasso-type methods. An alternative approach is based on information … criteria. In contrast to the Lasso, these methods also work well in the case of highly correlated predictors. However, this …
Persistent link: https://www.econbiz.de/10010291802
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L1-regularization of high-dimensional time-series models with non-Gaussian and heteroskedastic errors
Medeiros, Marcelo C.; Mendes, Eduardo F. - In: Journal of econometrics 191 (2016) 1, pp. 255-271
Persistent link: https://www.econbiz.de/10011598121
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Forecasting by factors, by variables, by both or neither?
Castle, Jennifer; Clements, Michael P.; Hendry, David F. - In: Journal of econometrics 177 (2013) 2, pp. 305-319
Persistent link: https://www.econbiz.de/10010255142
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Detecting location shifts during model selection by step-indicator saturation
Castle, Jennifer; Doornik, Jurgen A.; Hendry, David F.; … - In: Econometrics : open access journal 3 (2015) 2, pp. 240-264
corresponding impulse-indicator saturation (IIS)-based method and the lasso. …
Persistent link: https://www.econbiz.de/10011297656
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LASSO-type penalties for covariate selection and forecasting in time series
Konzen, Evandro; Ziegelmann, Flávio A. - In: Journal of forecasting 35 (2016) 7, pp. 592-612
Persistent link: https://www.econbiz.de/10011610065
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Day-ahead electricity price forecasting with high-dimensional structures : univariate vs. multivariate modeling frameworks
Ziel, Florian; Weron, Rafał - In: Energy economics 70 (2018), pp. 396-420
Persistent link: https://www.econbiz.de/10011942844
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Forecasting with dimension switching VARs
Koop, Gary - In: International journal of forecasting 30 (2014) 2, pp. 280-290
Persistent link: https://www.econbiz.de/10010510910