The grey interval prediction method and its prediction accuracy
Abstract
Purpose
The purpose of this paper is to discuss the interval forecasting, prediction interval and its reliability. When the predicted interval and its reliability are construction, the general rule which must satisfy is studied, grey wrapping band forecasting method is perfect.
Design/methodology/approach
A forecasting method puts forward a process of prediction interval. It also elaborates on the meaning of interval (the probability of the prediction interval including the real value of predicted variable). The general rule is abstracted and summarized by many forecasting cases. The general rule is discussed by axiomatic method.
Findings
The prediction interval is categorized into three types. Three axioms that construction predicted interval must satisfy are put forward. Grey wrapping band forecasting method is improved based on the proposed axioms.
Practical implications
Take the Shanghai composite index as the example, according to the K-line diagram from 4 January 2013 to 9 May 2013, the reliability of predicted rebound height of subsequent two or three trading day does not exceed the upper wrapping curve is 80 per cent. It is significant to understand the forecasting range correctly, build a reasonable range forecasting method and to apply grey wrapping band forecasting method correctly.
Originality/value
Grey wrapping band forecasting method is improved based on the proposed axioms.
Keywords
Acknowledgements
The author is grateful to the anonymous referees for their helpful and constructive comments. This work was supported by the National Natural Science Foundation of China (Nos 71171113 and 71111130211) and the National Social Science Foundation of China (12AZD102).
Citation
Wang, Y. (2014), "The grey interval prediction method and its prediction accuracy", Grey Systems: Theory and Application, Vol. 4 No. 2, pp. 339-346. https://doi.org/10.1108/GS-05-2014-0013
Publisher
:Emerald Group Publishing Limited
Copyright © 2014, Emerald Group Publishing Limited