The Big Data Newsvendor: Practical Insights from Machine Learning Analysis

作者: Cynthia Rudin , Gah-Yi Vahn

DOI:

关键词:

摘要:

参考文章(30)
Darinka Dentcheva, Alexander Shapiro, Andrzej P. Ruszczyński, Lectures on Stochastic Programming: Modeling and Theory ,(2009)
James Franklin, The elements of statistical learning : data mining, inference,and prediction The Mathematical Intelligencer. ,vol. 27, pp. 83- 85 ,(2005) , 10.1007/BF02985802
Retsef Levi, Georgia Perakis, Joline Uichanco, The Data-Driven Newsvendor Problem: New Bounds and Insights Operations Research. ,vol. 63, pp. 1294- 1306 ,(2015) , 10.1287/OPRE.2015.1422
Georgia Perakis, Guillaume Roels, Regret in the Newsvendor Model with Partial Information Operations Research. ,vol. 56, pp. 188- 203 ,(2008) , 10.1287/OPRE.1070.0486
Woonghee Tim Huh, Retsef Levi, Paat Rusmevichientong, James B. Orlin, Adaptive Data-Driven Inventory Control with Censored Demand Based on Kaplan-Meier Estimator Operations Research. ,vol. 59, pp. 929- 941 ,(2011) , 10.1287/OPRE.1100.0906
Guillermo Gallego, Ilkyeong Moon, The Distribution Free Newsboy Problem: Review and Extensions Journal of the Operational Research Society. ,vol. 44, pp. 825- 834 ,(1993) , 10.1057/JORS.1993.141
W. H. Rogers, T. J. Wagner, A Finite Sample Distribution-Free Performance Bound for Local Discrimination Rules Annals of Statistics. ,vol. 6, pp. 506- 514 ,(1978) , 10.1214/AOS/1176344196
Liwan H. Liyanage, J.George Shanthikumar, A practical inventory control policy using operational statistics Operations Research Letters. ,vol. 33, pp. 341- 348 ,(2005) , 10.1016/J.ORL.2004.08.003