Title :
Equivalent relationships of problem formulations optimizing forecast accuracy
Author :
Yuan, X.-M. ; Yeo, W.M. ; Low, J.M.W.
Author_Institution :
Singapore Inst. of Manuf. Technol., Singapore, Singapore
Abstract :
This paper discusses the relationships among the optimization problem formulations which optimize the forecasting accuracy indices, MAPE, MAD and RMSE, respectively. The paper proposes the base optimization problem formulation that is equivalent to all the optimization formulations based on the forecasting accuracy indices, MAPE, MAD and RMSE. The findings of this paper ensure these different optimization problem formulations can be unified by defining the base optimization problem. Through three industry cases, the applications of the results are discussed.
Keywords :
decision making; forecasting theory; optimisation; production planning; MAD index; MAPE index; RMSE index; decision processes; equivalent relationships; forecast accuracy; industry cases; optimization problem formulations; planning processes; Accuracy; Companies; Forecasting; Industries; Optimization; Time series analysis; Forecasting accuracy indices; optimal forecasting technology; optimization problem formulation;
Conference_Titel :
Industrial Engineering and Engineering Management (IEEM), 2011 IEEE International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4577-0740-7
Electronic_ISBN :
2157-3611
DOI :
10.1109/IEEM.2011.6117889