Journalartikel
Autorenliste: Staszewska-Bystrova, A; Winker, P
Jahr der Veröffentlichung: 2013
Seiten: 221-233
Zeitschrift: International Journal of Forecasting
Bandnummer: 29
Heftnummer: 2
ISSN: 0169-2070
eISSN: 1872-8200
DOI Link: https://doi.org/10.1016/j.ijforecast.2012.09.004
Verlag: Elsevier
Typically, prediction bands for path-forecasts are constructed pointwise, while inference relates to the whole forecasted path. In general, no closed form analytical solution is available for pathwise bands in finite samples. We consider a direct construction approach based on bootstrapped prediction bands. The resulting highly complex optimization problem is tackled using the local search heuristic of threshold accepting. A comparison with pointwise and asymptotic bands is provided, demonstrating superior properties of the proposed bands in small samples. Finally, a real application shows the practical implications of using an appropriate tool for generating the prediction bands.
Abstract:
Zitierstile
Harvard-Zitierstil: Staszewska-Bystrova, A. and Winker, P. (2013) Constructing narrowest pathwise bootstrap prediction bands using threshold accepting, International Journal of Forecasting, 29(2), pp. 221-233. https://doi.org/10.1016/j.ijforecast.2012.09.004
APA-Zitierstil: Staszewska-Bystrova, A., & Winker, P. (2013). Constructing narrowest pathwise bootstrap prediction bands using threshold accepting. International Journal of Forecasting. 29(2), 221-233. https://doi.org/10.1016/j.ijforecast.2012.09.004