A Bayesian Approach Proposal For Inventory Cost And Demand Forecasting

Volume: 3 Number: 2 December 30, 2015
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Envanter Maliyeti ve Talep Tahmini için Bayes Yaklaşımı Önerisi

Öz

Endüstriyel pazardaki teknolojinin kalıcı değişikliğinin ve ürün modellerinin farklılığının, yedek parçalar için yapılan talep tahmini üzerinde önemli bir etkisi vardır. Ürünlerin gelecekteki talep oranlarını ortaya koymak amacıyla envanter yöneticileri kendi tahminlerini sürekli güncellemektedir. Bayes modeli, önsel olasılık dağılımı kullanarak kabul edilebilir oranı birkaç dönem üzerinden optimum hesap yapmak için kullanmaktadır. Ancak, aralıklı talep gibi muhtelif talep oranlarının altında, Bayes Modelinin performansı analiz edilmemiştir. Bir araştırma sorusu yardımıyla, bu çalışma bu durum inceler

References

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  2. Chen, Y., Liu, P. and Yu, L., (2010). Aftermarket demands forecasting with a Regression-Bayesian-BPNN model, Intelligent Systems and Knowledge Engineering International Conference, pp. 52–55.
  3. De Wit, J.R., (1983). Inventory problems with slow moving items: A Bayesian approach, The Statistician. 32(1) pp. 201-206.
  4. Dolgui, A., and Pashkevich, M., (2007). On the performance of binomial and beta- binomial models of demand forecasting for multiple slow-moving inventory items, Computers and Operations Research. 13(8) pp. 112-129.
  5. Ghobbar, A.A., and Friend, C.H. (2003). Evaluation of forecasting methods for intermittent parts demand in the field of aviation: a predictive model, Computational Operations Research. 30 pp. 2097–2114.
  6. Gohodrati, B., Akrsten, P.A. and Kumar, U., (2007). Spare part estimation and risk assessment conducted at Choghart Iron Ore Mine, Journal of Quality in Maintenance Engineering. 13(4) pp. 353-363.
  7. Hua, Z.S., Zhang, B., Yang, J., and Tan, D.S. (2007). A new approach of forecasting intermittent demand for spare parts inventories in the process industries, Journal of the Operational Research Society. 58(1) pp. 52-61.
  8. Kennedy, W.J., Patterson, J.W., and Fredendall, L.D. (2002). An overview of recent literature on spare parts inventories, International Journal of Production Economics. 76 pp. 201–215.

Details

Primary Language

English

Subjects

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Journal Section

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Authors

Publication Date

December 30, 2015

Submission Date

September 3, 2015

Acceptance Date

-

Published in Issue

Year 2015 Volume: 3 Number: 2

APA
Apak, S. (2015). A Bayesian Approach Proposal For Inventory Cost And Demand Forecasting. Alphanumeric Journal, 3(2), 41-48. https://doi.org/10.17093/aj.2015.3.2.5000140055

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