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Volumn 60, Issue 4, 2011, Pages 719-743

Approximate dynamic programming for an inventory problem: Empirical comparison

Author keywords

Approximate dynamic programming; AR(1) GARCH(1,1); Heterogeneity; Inventory control; Reinforcement learning; Simulation

Indexed keywords

APPROXIMATE DYNAMIC PROGRAMMING; AR(1)/GARCH(1,1); COST STRUCTURE; DEMAND CORRELATION; DEMAND MODELS; EMPIRICAL COMPARISON; EMPIRICAL RESULTS; GENERALIZED AUTOREGRESSIVE CONDITIONAL HETEROSCEDASTICITY; HETEROGENEITY; INVENTORY PROBLEM; SIMULATION; SIMULATION-BASED; STATE VARIABLES;

EID: 79952619478     PISSN: 03608352     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cie.2011.01.007     Document Type: Article
Times cited : (8)

References (34)
  • 1
    • 38149008840 scopus 로고    scopus 로고
    • Restricted gradient-descent algorithm for value-function approximation in reinforcement learning
    • A.M.S. Barreto, and C.W. Anderson Restricted gradient-descent algorithm for value-function approximation in reinforcement learning Artificial Intelligence 172 4-5 2008 454 482
    • (2008) Artificial Intelligence , vol.172 , Issue.45 , pp. 454-482
    • Barreto, A.M.S.1    Anderson, C.W.2
  • 3
    • 33644559970 scopus 로고    scopus 로고
    • A robust optimization approach to inventory theory
    • D. Bertsimas, and A. Thiele A robust optimization approach to inventory theory Operations Research 54 1 2006 150 168
    • (2006) Operations Research , vol.54 , Issue.1 , pp. 150-168
    • Bertsimas, D.1    Thiele, A.2
  • 5
    • 53349100494 scopus 로고    scopus 로고
    • A reinforcement learning model for supply chain ordering management: An application to the beer game
    • S.K. Chaharsooghi, J. Heydari, and S.H. Zegordi A reinforcement learning model for supply chain ordering management: An application to the beer game Decision Support System 45 4 2008 949 959
    • (2008) Decision Support System , vol.45 , Issue.4 , pp. 949-959
    • Chaharsooghi, S.K.1    Heydari, J.2    Zegordi, S.H.3
  • 6
    • 33745756540 scopus 로고    scopus 로고
    • Approximate dynamic programming: Application to process supply chain management
    • DOI 10.1002/aic.10840
    • J. Choi, M.J. Realff, and J.H. Lee Approximate dynamic programming: Application to process supply chain management AIChe Journal 52 7 2006 2473 2485 (Pubitemid 44013410)
    • (2006) AIChE Journal , vol.52 , Issue.7 , pp. 2473-2485
    • Choi, J.1    Realff, M.J.2    Lee, J.H.3
  • 8
    • 50949118676 scopus 로고    scopus 로고
    • Value function based reinforcement learning in changing Markovian environments
    • B.C. Csáji, and L. Monostori Value function based reinforcement learning in changing Markovian environments Journal of Machine Learning Research 9 2008 1679 1709
    • (2008) Journal of Machine Learning Research , vol.9 , pp. 1679-1709
    • Csáji, B.C.1    Monostori, L.2
  • 9
    • 0032643313 scopus 로고    scopus 로고
    • Solving semi-Markov decision problems using average reward reinforcement learning
    • T.K. Das, A. Gosavi, S. Mahadevan, and N. Marchalleck Solving semi-Markov decision problems using average reward reinforcement learning Management Science 45 4 1999 560 574
    • (1999) Management Science , vol.45 , Issue.4 , pp. 560-574
    • Das, T.K.1    Gosavi, A.2    Mahadevan, S.3    Marchalleck, N.4
  • 10
    • 0037151232 scopus 로고    scopus 로고
    • Inventory management in supply chains: A reinforcement learning approach
    • DOI 10.1016/S0925-5273(00)00156-0, PII S0925527300001560
    • I. Giannoccaro, and P. Pontrandolfo Inventory management in supply chains: A reinforcement learning approach International Journal of Production Economics 78 2 2002 153 161 (Pubitemid 34532511)
    • (2002) International Journal of Production Economics , vol.78 , Issue.2 , pp. 153-161
    • Giannoccaro, I.1    Pontrandolfo, P.2
  • 11
    • 0035435908 scopus 로고    scopus 로고
    • An adaptive, distribution-free algorithm for the newsvendor problem with censored demands, with applications to inventory and distribution
    • G.A. Godfrey, and W.B. Powell An adaptive, distribution-free algorithm for the newsvendor problem with censored demands, with applications to inventory and distribution Management Science 47 8 2001 1101 1112 (Pubitemid 34192808)
    • (2001) Management Science , vol.47 , Issue.8 , pp. 1101-1112
    • Godfrey, G.A.1    Powell, W.B.2
  • 13
    • 33749365674 scopus 로고    scopus 로고
    • Approximate solutions of a dynamic forecast-inventory model
    • DOI 10.1287/msom.1060.0116
    • T. Iida, and P.H. Zipkin Approximate solutions of a dynamic forecast-inventory model Manufacturing and Service Operations Management 8 4 2006 407 425 (Pubitemid 44495269)
    • (2006) Manufacturing and Service Operations Management , vol.8 , Issue.4 , pp. 407-425
    • Iida, T.1    Zipkin, P.H.2
  • 14
    • 58349122060 scopus 로고    scopus 로고
    • Case-based reinforcement learning for dynamic inventory control in a multi-agent supply chain system
    • C. Jiang, and Z. Sheng Case-based reinforcement learning for dynamic inventory control in a multi-agent supply chain system Expert Systems with Applications 36 3 2009 6520 6526
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 6520-6526
    • Jiang, C.1    Sheng, Z.2
  • 18
    • 37649013265 scopus 로고    scopus 로고
    • Asynchronous action-reward learning for nonstationary serial supply chain inventory control
    • C.O. Kim, I.H. Kwon, and J.G. Baek Asynchronous action-reward learning for nonstationary serial supply chain inventory control Applied Intelligence 28 1 2008 1 16
    • (2008) Applied Intelligence , vol.28 , Issue.1 , pp. 1-16
    • Kim, C.O.1    Kwon, I.H.2    Baek, J.G.3
  • 19
    • 17444387362 scopus 로고    scopus 로고
    • Deriving inventory-control policies with genetic programming
    • DOI 10.1007/s00291-004-0159-5
    • P. Kleinau, and W. Thonemann Deriving inventory-control policies with genetic programming OR Spectrum 26 4 2004 521 546 (Pubitemid 40549756)
    • (2004) OR Spectrum , vol.26 , Issue.4 , pp. 521-546
    • Kleinau, P.1    Thonemann, U.W.2
  • 20
    • 44949146357 scopus 로고    scopus 로고
    • Case-based myopic reinforcement learning for satisfying target service level in supply chain
    • I.H. Kwon, C.O. Kim, J. Jun, and J.H. Lee case-based myopic reinforcement learning for satisfying target service level in supply chain Expert Systems with Applications 35 1-2 2008 389 397
    • (2008) Expert Systems with Applications , vol.35 , Issue.12 , pp. 389-397
    • Kwon, I.H.1    Kim, C.O.2    Jun, J.3    Lee, J.H.4
  • 22
    • 0002823699 scopus 로고
    • Managing supply chain inventory: Pitfalls and opportunities
    • H.L. Lee, and C. Billington Managing supply chain inventory: Pitfalls and opportunities Sloan Management Review 1992 65 73
    • (1992) Sloan Management Review , pp. 65-73
    • Lee, H.L.1    Billington, C.2
  • 27
    • 0019589727 scopus 로고
    • Operations research in inventory management: A review and critique
    • E.A. Silver Operations research in inventory management: A review and critique Operations Research 29 4 1981 628 645
    • (1981) Operations Research , vol.29 , Issue.4 , pp. 628-645
    • Silver, E.A.1
  • 29
    • 33751561745 scopus 로고    scopus 로고
    • Approximate dynamic programming methods for an inventory allocation problem under uncertainty
    • DOI 10.1002/nav.20164
    • H. Topaloglu, and S. Kunnumkal Approximate dynamic programming methods for an inventory allocation problem under uncertainty Naval Research Logistics 53 8 2006 822 841 (Pubitemid 44846458)
    • (2006) Naval Research Logistics , vol.53 , Issue.8 , pp. 822-841
    • Topaloglu, H.1    Kunnumkal, S.2
  • 33
    • 79952630729 scopus 로고    scopus 로고
    • Handbook of learning and approximate dynamic programming
    • P. Werbos Handbook of learning and approximate dynamic programming J. Si, A. Barto, W. Powell, D. Wunsch II ADP: Goals, opportunities and principles 2004 IEEE Press
    • (2004) ADP: Goals, Opportunities and Principles
    • Werbos, P.1
  • 34
    • 34147185155 scopus 로고    scopus 로고
    • Inventory control under temporal demand heteroscedasticity
    • DOI 10.1016/j.ejor.2006.06.057, PII S0377221706006126
    • X. Zhang Inventory control under temporal demand heteroscedasticity European Journal of Operational Research 182 1 2007 127 144 (Pubitemid 46561141)
    • (2007) European Journal of Operational Research , vol.182 , Issue.1 , pp. 127-144
    • Zhang, X.1


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