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A fully adaptive framework for continuous-state stochastic dynamic programming

delete2025-06-11
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PRE
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A
Amith Viswanatha
V
Victoria C. P. Chen
DOI:10.1016/j.cor.2025.107160delete
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Abstract

Abstract

En 中文
• Proposes a novel adaptive dynamic programming methodology to solve a high-dimensional, continuous-state, multistage, stochastic dynamic programming (SDP) problem. • Presents a methodology with a unique ability to automatically and adaptively identify the state space, sample size, and statistical model structure for future value function approximation for an SDP problem. • Demonstrates the efficiency and efficacy of the proposed methodology using a nine- dimensional inventory forecasting problem.

Journal

C
Computers and Operations Research
IF:
4.3
Papers:
6.5K
Citations:
1.8W

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No organization information available
Cited Papers

Cited Papers

Data mining for state space orthogonalization in adaptive dynamic programming
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errAriyajunya, Bancha; Chen, Ying; Chen, Victoria C. P.; Kim, Seoung Bum
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A decision-making framework for adaptive pain management
err2013-08-24
err0
PREAI
errChing-Feng Lin; Aera Kim LeBoulluec; Li Zeng; Victoria C. P. Chen; Robert J. Gatchel
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Neural Networks and the Bias/Variance Dilemma
err1992-01-01
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PREAI
errStuart Geman; Elie Bienenstock; René Doursat
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A review on design, modeling and applications of computer experiments
err2006-04-01
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PREAI
errVictoria C.P. Chen; Kwok-Leung Tsui; Russell R. Barton; Martin Meckesheimer
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Addressing state space multicollinearity in solving an ozone pollution dynamic control problem
err2021-03-01
err14
errOAAI
errAriyajunya, Bancha; Chen, Ying; Chen, Victoria C. P.; Kim, Seoung Bum; Rosenberger, Jay
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A Decision-Making Framework for Ozone Pollution Control
err2009-04-01
err0
PREAI
errZehua Yang; Victoria C. P. Chen; Michael E. Chang; Melanie L. Sattler; Aihong Wen
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