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Articles

Mean-based error measures for intermittent demand forecasting

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Pages 6782-6791 | Received 23 Oct 2013, Accepted 15 Apr 2014, Published online: 12 May 2014

References

  • Ahlburg, D. A., C. Chatfield, S. J. Taylor, P. A. Thompson, R. L. Winkler, A. H. Murphy, and R. Fildes. 1992. “A Commentary on Error Measures.” International Journal of Forecasting 8: 99–111.
  • Armstrong, J. S., and F. Collopy. 1992. “Error Measures for Generalizing About Forecasting Methods: Empirical Comparisons.” International Journal of Forecasting 8: 69–80.
  • Bacchetti, A., and N. Saccani. 2012. “Spare Parts Classification and Demand Forecasting for Stock Control: Investigating the Gap Between Research and Practice.” Omega 40 (6): 722–737.
  • Boylan, J. E., and A. A. Syntetos. 2010. “Spare Parts Management: A Review of Forecasting Research and Extensions.” IMA Journal of Management Mathematics 21 (3): 227–237.
  • Chatfield, D. C., and J. C. Hayyab. 2007. “All-zero Forecasts for Lumpy Demand: A Factorial Study.” International Journal of Production Research 45 (4): 935–950.
  • Collopy, F. 1992. “Generalization and Communication Issues in the Use of Error Measures: A Reply.” International Journal of Forecasting 8: 107–109.
  • Croston, J. D. 1972. “Forecasting and Stock Control for Intermittent Demands.” Operational Research Quarterly 23: 289–304.
  • Dolgui, A., and M. Pashkevich. 2008a. “On the Performance of Binomial and Beta-binomial Models of Demand Forecasting for Multiple Slow-Moving Inventory Items.” Computers and Operations Research 35 (3): 893–905.
  • Dolgui, A., and M. Pashkevich. 2008b. “Extended Beta-binomial Model for Demand Forecasting of Multiple Slow-moving Inventory Items.” International Journal of Systems Science 39 (7): 713–726.
  • Fildes, R. 1992a. “The Evaluation of Extrapolative Forecasting Methods.” International Journal of Forecasting 8 (1): 81–98.
  • Fildes, R. 1992b. “On Error Measures: A Response to the Commentators - The Best Error Measure?” International Journal of Forecasting 8: 109–111.
  • Fildes, R., K. Nikolopoulos, S. F. Crone, and A. A. Syntetos. 2008. “Forecasting and Operational Research: A Review.” Journal of the Operational Research Society 59: 1150–1172.
  • Gardner Jr, E. S. 2006. “Exponential Smoothing: The State of the Art - Part II.” International Journal of Forecasting 22 (4): 637–666.
  • Ghobbar, A. A., and C. H. Friend. 2003. “Evaluation of Forecasting Methods for Intermittent Parts Demand in the Field of Aviation: A Predictive Model.” Computers & Operations Research 30: 2097–2114.
  • de Gooijer, J. D., and R. J. Hyndman. 2005. “25 Years of IIF Time Series Forecasting: A Selective Review.” Tinbergen Institute Discussion Paper No 05–068/4. Tinbergen Institute.
  • Hyndman, R. J., and A. B. Koehler. 2006. “Another Look at Measures of Forecast Accuracy.” International Journal of Forecasting 22 (4): 679–688.
  • Kolassa, S., and W. Schütz. 2007. “Advantages of the MAD/Mean Ratio Over the MAPE.” Foresight: The International Journal of Applied Forecasting 6: 40–43.
  • Levén, E., and A. Segerstedt. 2004. “Inventory Control With a Modified Croston Procedure and Erlang Distribution.” International Journal of Production Economics 90 (3): 361–367.
  • Makridakis, S., A. Andersen, R. Carbone, R. Fildes, M. Hibon, R. Lewandowski, J. Newton, E. Parzen, and R. Winkler. 1982. “The Accuracy of Extrapolation (Time Series) Methods: Results of a Forecasting Competition.” Journal of Forecasting 1: 111–153.
  • Makridakis, S., C. Chatfield, M. Hibon, M. Lawrence, T. Mills, K. Ord, and L. F. Simmons. 1993. “The M-2 Competition: A Real-Time Judgmentally Based Forecasting Study.” International Journal of Forecasting 9: 5–23.
  • Makridakis, S., and M. Hibon. 2000. “The M3-Competition: Results, Conclusions and Implications.” International Journal of Forecasting 16 (4): 451–476.
  • Syntetos, A. A. 2001. “Forecasting for Intermittent Demand.” Unpublished PhD thesis., Buckinghamshire Chilterns University College, Brunel University, UK.
  • Syntetos, A. A., and J. E. Boylan. 2005. “The Accuracy of Intermittent Demand Estimates.” International Journal of Forecasting 21: 303–314.
  • Syntetos, A., Z. Babai, D. Lengu, and N. Altay. 2011. “Distributional Assumptions for Parametric Forecasting of Intermittent Demand.” In Service Parts Management: Demand Forecasting and Inventory Control, edited by N. Altay and A. Litteral, 31–52. New York, NY: Springer Verlag.
  • Teunter, R. H., and L. Duncan. 2009. “Forecasting Intermittent Demand: A Comparative Study.” Journal of the Operational Research Society 60: 321–329.
  • Teunter, R. H., A. A. Syntetos, and M. Z. Babai. 2011. “Intermittent Demand: Linking Forecasting to Inventory Obsolescence.” European Journal of Operations Research 214 (3): 606–615.
  • Thiel, H. 1966. Applied Economic Forecasting. Chicago: Rand McNally.
  • Thompson, P. A. 1990. “An MSE Statistic for Comparing Forecast Accuracy Across Series.” International Journal of Forecasting 6: 219–227.
  • Venkitachalam, G. H. K., D. B. Pratt, C. F. DeYoung, S. A. Morris, M. L. Goldstein. 2003. “Forecasting and Inventory Planning for Parts With Intermittent Demand – A Case Study.” Presented at the Industrial Engineering Research Conference, Portland, OR, USA.
  • Wallström, P., and A. Segerstedt. 2010. “Evaluation of Forecasting Error Measurements and Techniques for Intermittent Demand.” International Journal of Production Economics 128 (2): 625–636.
  • Willemain, T. R., C. N. Smart, J. H. Shockor, and P. A. DeSautels. 1994. “Forecasting Intermittent Demand in Manufacturing: A Comparative Evaluation of Croston’s Method.” International Journal of Forecasting 10 (4): 529–538.

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