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Original Articles

Extended beta-binomial model for demand forecasting of multiple slow-moving inventory items

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Pages 713-726 | Received 10 Dec 2007, Accepted 03 Feb 2008, Published online: 19 May 2008

References

  • Aronis , P-K , Magou , I , Dekker , R and Tagaras , G . 2004 . Inventory Control of Spare Parts using a Bayesian Approach: A Case Study . European Journal of Operational Research , 154 : 730 – 739 .
  • Bookbinder , JH and Lordahl , AE . 1989 . Estimation of Inventory Re-order Levels using the Bootstrap Statistical Procedure . IIE Transactions , 21 : 302 – 312 .
  • Bradford , JW and Sugrue , PK . 1990 . A Bayesian Approach to the Two-period Style-goods Inventory Problem with Single Replenishments and Heterogeneous Poisson Demands . Journal of the Operational Research Society , 41 : 211 – 218 .
  • Cochran , JK and Lewis , TP . 2002 . Computing Small-fleet Aircraft Availabilities Including Redundancy and Spares, . Computers & Operations Research , 29 : 529 – 540 .
  • Collet , D . 2002 . Modeling Binary Data , London : Champton & Hall/CRC .
  • Croston , JD . 1972 . Forecasting and Stock Control for Intermittent Demands . Operational Research Quarterly , 23 : 289 – 303 .
  • Diggle , PJ , Heagerty , P , Liang , K-Y and Zeger , SL . 2002 . Analysis of Longitudinal Data , Oxford : University Press .
  • Dolgui , A and Ould Louly , M-A . 2002 . A Model for Supply Planning Under Lead Time Uncertainty . International Journal of Production Economics , 78 : 145 – 152 .
  • Dolgui , A and Pashkevich , M . 2008 . “On the Performance of Binomial and Beta-binomial Models of Demand Forecasting for Multiple Slow-moving Inventory Items” . Computers & Operations Research , 35 : 893 – 905 .
  • Dolgui , A , Pashkevich , A and Pashkevich , M . April 5–7 2004 . “Modeling Demand for Inventory Management of Slow-moving Items in Case of Reporting Errors” . In Preprints of the IFAC Symposium on Information Control Problems in Manufacturing (INCOM'04) , April 5–7 , Brazil : Salvador da Bahia . CD-ROM, 6 pages (to appear in the IFAC Proceedings Volume, Elsevier)
  • Dunsmuir , WTM and Snyder , RD . 1989 . Control of Inventories with Intermittent Demand . European Journal of Operational Research , 40 : 16 – 21 .
  • Eaves , AHC and Kingsman , BG . 2004 . Forecasting for the Ordering and Stock-holding of Spare Parts . Journal of the Operational Research Society , 55 : 431 – 437 .
  • Fildes , R and Beard , C . 1992 . Forecasting Systems for Production and Inventory Control . International Journal of Operations & Production Management , 12 : 4 – 24 .
  • Ghobbar , AA and Friend , CH . 2003 . Evaluation of Forecasting Methods for Intermittent Parts Demand in the Field of Aviation: A Predictive Model . Computers & Operations Research , 30 : 2097 – 2114 .
  • Grange , F . “Challenges in Modeling Demand for Inventory Optimization of Slow-moving Items” . Proceedings of the 1998 Winter Simulation Conference . pp. 1211 – 1217 . Los Alamitos, CA : IEEE Computer Society Press .
  • Hill , RM . 1997 . Applying Bayesian Methodology with a Uniform Prior to the Single Period Inventory Model . European Journal of Operational Research , 98 : 555 – 562 .
  • Hill , RM . 1999 . Bayesian Decision-making in Inventory Modeling . IMA Journal of Mathematics Applied in Business and Industry , 10 : 165 – 176 .
  • Hopp , WJ and Spearman , ML . 1995 . Factory Physics: Foundations of Manufacturing Management , Chicago : Richard D. Irwin .
  • Johnson , NL , Kotz , S and Balakrishnan , N . 1995 . Continuous Univariate Distributions , New York : Wiley-Interscience .
  • Johnston , FR and Boylan , JE . 1996 . Forecasting for Items with Intermittent Demand . Journal of the Operational Research Society , 47 : 113 – 121 .
  • Mitchell , CR , Rappold , RA and Faulkner , WB . 1983 . An Analysis of Air Force EOQ Data with an Application to Reorder Point Calculation . Management Science , 29 : 440 – 446 .
  • Pashkevich , M and Dolgui , A . 2005 . “ Robust Modeling of Consumer Behaviour ” . In Supply Chain Optimization: Product/Process Design, Facility Location and Flow Control, Applied Optimization book series, , Vol. 94 , 55 – 70 . New York : Springer .
  • Pashkevich , M and Kharin , Yu . 2004 . Robust Estimation and Forecasting for Beta-mixed Hierarchical Models of Grouped Binary Data . Statistics and Operations Research Transactions , 28 : 125 – 160 .
  • Petrovic , R , Senborn , A and Vujosevic , M . 1989 . A New Adaptive Algorithm for Determination of Stocks in Spare Parts Inventory Systems . Engineering Costs and Production Economics , 15 : 405 – 410 .
  • Scarf , H . 1959 . Bayes Solutions of the Statistical Inventory Problem . Annals of Mathematical Statistics , 30 : 490 – 508 .
  • Schultz , CR . 1987 . Forecasting and Inventory Control for Sporadic Demand under Periodic Review . Journal of the Operational Research Society , 37 : 303 – 308 .
  • Silver , E . 1965 . Bayesian Determination of the Reorder Point of a Slow Moving Item . Operations Research , 13 : 989 – 997 .
  • Silver , EA , Pyke , DF and Peterson , R . 1998 . Inventory Management and Production Planning and Scheduling , New York : Wiley .
  • Skellam , JG . 1948 . A Probability Distribution Derived from the Binomial Distribution by Regarding the Probability of Success as a Variable Between the Sets of Trials . Journal of the Royal Statistical Society , B10 : 257 – 261 .
  • Syntetos , AA and Boylan , JE . 2001 . On the Bias of Intermittent Demand Estimates . International Journal of Production Economics , 71 : 457 – 466 .
  • Syntetos , AA and Boylan , JE . 2005 . The Accuracy of Intermittent Demand Estimates . International Journal of Forecasting , 21 : 303 – 314 .
  • Syntetos , AA , Boylan , JE and Croston , JD . 2005 . On the Categorization of Demand Patterns . Journal of the Operational Research Society , 56 : 495 – 503 .
  • Tripathi , RC , Gupta , RC and Gurland , J . 1994 . Estimation of Parameters in the Beta Binomial Model . Annals of the Institute of Statistical Mathematics , 46 : 317 – 331 .
  • Wang , M and Rao , SS . 1992 . Estimating Reorder Points and Other Management Science Applications by Bootstrap Procedure . European Journal of Operational Research , 56 : 332 – 342 .
  • Ward , JB . 1978 . Determining Reorder Points when Demand is Lumpy . Management Science , 24 : 623 – 632 .
  • Watson , RB . 1987 . The Effects of Demand-forecast Fluctuations on Customer Service and Inventory Cost when Demand is Lumpy . Journal of the Operational Research Society , 38 : 75 – 82 .
  • Willemain , TR , Smart , CN and Schwarz , HF . 2004 . A New Approach to Forecasting Intermittent Demand for Service Parts Inventories . International Journal of Forecasting , 20 : 375 – 387 .
  • Willemain , TR , Smart , CN , Shockor , JH and Desautels , PA . 1994 . Forecasting Intermittent Demand in Manufacturing: A Comparative Evaluation of Croston's Method . International Journal of Forecasting , 10 : 529 – 538 .
  • Winkler , LR . 2003 . An Introduction to Bayesian Inference and Decision , Gainesville : Probabilistic Publishing .

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