Biasedness of forecast errors : an intermittent demand perspective

CC BY-NC-ND Logo DOI

In the article it is claimed that certain ex post forecast errors demonstrate such a property as biasedness. A definition of forecast error biasedness is proposed and discussed. In the theoretical part, the most popular forecast errors, including errors useful in intermittent demand forecasting, are analyzed with regard to their biasedness. In the empirical part, properties of the considered forecast errors are verified for real intermittent demand time series. Forecasts are obtained, inter alia, by means of Croston's and TSB methods. In the conclusions unbiased forecast errors are emphasized. Furthermore, the best forecast errors for intermittent demand data are proposed. The presented considerations, aside from the theoretical part, might support decision systems in enterprises dealing with intermittent demand forecasting, such as distribution centers, warehouse centers etc.

Tytuł
Biasedness of forecast errors : an intermittent demand perspective
Twórca
Doszyń Mariusz ORCID 0000-0002-3710-1177
Słowa kluczowe
intermittent demand forecasting; error measures; forecast errors biasedness; TSB method; RMSSE (Root Mean Square Scaled Error); Croston’s method
Słowa kluczowe
prognozowanie popytu sporadycznego; miary błędów prognoz; obciążenie błędów prognoz; RMSSE; metoda TSB; metoda Crostona
Data
2022
Typ zasobu
artykuł
Identyfikator zasobu
DOI 10.1016/j.procs.2022.09.119
Źródło
Procedia Computer Science, 2022, Vol. 207, pp. 644-653
Język
angielski
Prawa autorskie
CC BY-NC-ND CC BY-NC-ND
Dyscyplina naukowa
Dziedzina nauk społecznych; Ekonomia i finanse
Kategorie
Publikacje pracowników US
Data udostępnienia21 lis 2022, 15:21:10
Data mod.21 lis 2022, 15:21:10
DostępPubliczny
Aktywnych wyświetleń0