Grantee Research Project Results
Publications Details for Grant Number R828207
Computational Requirements of Statistical Learning within a Decision-Making Framework for Sustainable Technology.
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| Reference Type | Reference Title | Journal | Author | Citation | Progress Report Year | Document Sources |
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| Book Chapter | A review of design and modeling in computer experiments. Part I, Chapter 7 | None | Chen VCP, Tsui K-L, Barton RR, Allen JK | Chen VCP, Tsui K-L, Barton RR, Allen JK. A review of design and modeling in computer experiments. In: Khattree R, Rao CR, eds. Handbook of Statistics, Volume 22, Part 1, Chapter 7. St. Louis, MO: Elsevier, 2003, pp. 231-261. |
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| Book Chapter | Routing considerations in airline yield management. | None | Chen VCP, Gunther D, Johnson EL | Chen VCP, Gunther D, Johnson EL. Routing considerations in airline yield management. In: Ciriani T, Fasano G, Gliozzi S, Tadei R, eds. Operations Research in Space and Air, Applied Optimization Book Series, Volume 79. Boston, MA: Springer, 2003, Chapter 17, pp. 333-350. |
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| Book Chapter | Data mining methods and applications. | None | Tsui K-L, Chen VCP, Jiang W, Aslandogan YA | Tsui K-L, Chen V, Jiang W, Aslandogan YA. Data mining methods and applications. In: Pham H, ed. Handbook of Engineering Statistics. London: Springer-Verlag, 2006, pp. 651-652. |
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| Dissertation/Thesis | Statistical modeling of the value function in high-dimensional, continuous-state stochastic dynamic programming. | None | Tsai JCC | Tsai JCC. Statistical modeling of the value function in high-dimensional, continuous-state stochastic dynamic programming. Ph.D. Dissertation, Georgia Institute of Technology, Atlanta, GA, August 2002. |
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| Dissertation/Thesis | A decision-making framework for ozone pollution control. | None | Yang Z | Yang Z. A decision-making framework for ozone pollution control. Ph.D. Dissertation, University of Texas at Arlington, Arlington, TX, 2005. |
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| Journal Article | Optimization of a large-scale water reservoir network by stochastic dynamic programming with efficient state space discretization. | EUROPEAN JOURNAL OF OPERATIONAL RESEARCH | Cervellera C, Chen VCP | Cervellera C, Chen VCP, Wen A. Optimization of a large-scale water reservoir network by stochastic dynamic programming with efficient state space discretization. European Journal of Operational Research 2006;171(3):1139-1151. |
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| Journal Article | Neural network and regression spline value function approximations for stochastic dynamic programming. | COMPUTERS & OPERATIONS RESEARCH | Cervellera C, Wen A, Chen VCP | Cervellera C, Wen A, Chen VCP. Neural network and regression spline value function approximations for stochastic dynamic programming. Computers & Operations Research 2007;34(1):70-90. |
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| Journal Article | Neural network and regression spline value function approximations for stochastic dynamic programming. | TECHNOMETRICS | Cervellera C, Wen AH, Chen VCP | Cervellera C, Wen AH, Chen VCP. Neural network and regression spline value function approximations for stochastic dynamic programming.. Technometrics. . |
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| Journal Article | Measuring the goodness of orthogonal array discretizations for stochastic programming and stochastic dynamic programming. | SIAM JOURNAL ON OPTIMIZATION | Chen VCP | Chen VCP. Measuring the goodness of orthogonal array discretizations for stochastic programming and stochastic dynamic programming. SIAM Journal on Optimization 2002;12(2):322-344. |
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| Journal Article | Solving for an optimal airline yield management policy via statistical learning. | JOURNAL OF THE ROYAL STATISTICAL SOCIETY: SERIES C (APPLIED STATISTICS) | Chen VCP, Gunnther D, Johnson EL | Chen VCP, Gunnther D, Johnson EL. Solving for an optimal airline yield management policy via statistical learning. Journal of the Royal Statistical Society: Series C (Applied Statistics) 2003;52(1):19-30. |
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| Journal Article | A review on design, modeling and applications of computer experiments. | IIE TRANSACTIONS | Chen VCP, Tsui KL, Barton RR, Meckesheimer M | Chen VCP, Tsui K-L, Barton RR, Meckesheimer M. A review on design, modeling and applications of computer experiments. IIE Transactions 2006;38(4):273-291. |
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| Journal Article | Stochastic dynamic programming formulation for a wastewater treatment decision-making framework. | ANNALS OF OPERATIONS RESEARCH | Tsai JCC, Chen VCP, Chen J, Beck MB, Chen J | Tsai JCC, Chen VCP, Chen J, Beck MB, Chen J. Stochastic dynamic programming formulation for a wastewater treatment decision-making framework. Annals of Operations Research 2004;132(1-4):207-221 (Special Issue entitled CUSTOM [Center for Uncertain Systems:Tools for Optimization and Management] Conference on Applied Optimization under Uncertainty). |
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| Journal Article | Parallelization of the MARS value function approximation in a decision-making framework for wastewater treatment. | JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION | Tsai JCC, Chen VCP, Lee EK, Johnson EL | Tsai JCC, Chen VCP, Lee EK, Johnson EL. Parallelization of the MARS value function approximation in a decision-making framework for wastewater treatment. Journal of Statistical Computation and Simulation. |
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| Journal Article | Flexible and robust implementations of multivariate adaptive regression splines within a wastewater treatment stochastic dynamic program. | QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL | Tsai JCC, Chen VCP | Tsai JCC, Chen VCP. Flexible and robust implementations of multivariate adaptive regression splines within a wastewater treatment stochastic dynamic program. Quality and Reliability Engineering International 2005;21(7):689-699. |
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| Journal Article | Mining and modeling for a metropolitan Atlanta ozone pollution decision-making framework. | IIE TRANSACTIONS | Yang Z, Chen VCP, Chang ME, Murphy TE, Tsai JCC | Yang Z, Chen VCP, Chang ME, Murphy TE, Tsai JCC. Mining and modeling for a metropolitan Atlanta ozone pollution decision-making framework. IIE Transactions 2007;39(6):607-615. |
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| Journal Article | A decision-making framework for ozone pollution control. | OPERATIONS RESEARCH | Yang Z, Chen VCP, Chang ME, Sattler ML, Wen A | Yang Z, Chen VCP, Chang ME, Sattler ML, Wen A. A decision-making framework for ozone pollution control. Operations Research 2009;57(2):484-498. |
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| Presentation | Neural network and regression spline value function approximations for inventory forecasting stochastic dynamic programs. | None | Chen VCP | Chen VCP. Neural network and regression spline value function approximations for inventory forecasting stochastic dynamic programs. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, San Antonio, TX, November 5-8, 2000. |
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| Presentation | A decision-making framework for evaluating wastewater treatment technologies. | None | Chen VCP | Chen VCP. A decision-making framework for evaluating wastewater treatment technologies. Presented at the 5th Annual Green Chemistry and Engineering Conference, Washington, DC, June 2001. |
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| Presentation | Application of parallel-MARS to a decision-making framework for wastewater. | None | Chen VCP | Chen VCP. Application of parallel-MARS to a decision-making framework for wastewater. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Fall Meeting, Miami, FL, November 4-7, 2001. |
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| Presentation | Neural network and regression spline approximations for the optimal control of an inventory forecasting model. | None | Chen VCP | Chen VCP. Neural network and regression spline approximations for the optimal control of an inventory forecasting model. Presented at the Euro-Institute for Operations Research and the Management Sciences Meeting, Istanbul, Turkey, July 6-10, 2003. |
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| Presentation | Optimization of a large-scale water reservoir network by stochastic dynamic programming with efficient state space discretization. | None | Chen VCP | Chen VCP. Optimization of a large-scale water reservoir network by stochastic dynamic programming with efficient state space discretization. Presented at the Euro-Institute for Operations Research and the Management Sciences Meeting, Istanbul, Turkey, July 6-10, 2003. |
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| Presentation | A decision-making framework for studying ozone pollution in urban Atlanta. | None | Chen VCP | Chen VCP. A decision-making framework for studying ozone pollution in urban Atlanta. Presented at the Institute for Operations Research and the Management Sciences Annual Meeting, Atlanta, GA, October 19-22, 2003. |
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| Presentation | Construction of transition functions for an ozone pollution stochastic dynamic program. | None | Chen VCP | Chen VCP. Construction of transition functions for an ozone pollution stochastic dynamic program. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, Atlanta, GA, October 19-22, 2003. |
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| Presentation | Optimization of a large-scale water reservoir network by stochastic dynamic programming with efficient state space discretization. | None | Chen VCP | Chen VCP. Optimization of a large-scale water reservoir network by stochastic dynamic programming with efficient state space discretization. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, Atlanta, GA, October 19-22, 2003. |
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not available |
| Presentation | Variants of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. | None | Chen VCP | Chen VCP. Variants of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, Atlanta, GA, October 19-22, 2003. |
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| Presentation | A decision-making framework for more sustainable urban environments. | None | Chen VCP | Chen VCP. A decision-making framework for more sustainable urban environments. Presented to the National Science Foundation Integrative Graduate Education and Research Traineeship Joint Program in Applied Mathematics and the Earth and Environmental Sciences Departments, Columbia University, New York City, NY, March 2004. |
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| Presentation | A decision-making framework for studying ozone pollution in urban Atlanta. | None | Chen VCP, Yang Z, Chang M | Chen VCP, Yang Z, Chang M. A decision-making framework for studying ozone pollution in urban Atlanta. Presented at the 2nd International Conference on Green and Sustainable Chemistry, Washington, DC, June 20-24, 2005. |
R828207 (2004) R828207 (Final) |
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| Presentation | A decision-making framework for studying ozone pollution in urban Atlanta. | None | Chen VCP, Yang Z, Chang M | Chen VCP, Yang Z, Chang M. A decision-making framework for studying ozone pollution in urban Atlanta. Presented at the 9th Annual Green Chemistry & Engineering Conference, Washington, DC, June 20-24, 2005. |
R828207 (Final) |
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| Presentation | A decision-making framework for ozone pollution. | None | Chen VCP, Yang Z | Chen VCP, Yang Z. A decision-making framework for ozone pollution. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, San Francisco, CA, November 13-16, 2005. |
R828207 (2004) R828207 (Final) |
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| Presentation | Mining to model state transitions for ozone pollution control strategies. | None | Chen VCP, Chang M, Yang Z | Chen VCP, Chang M, Yang Z. Mining to model state transitions for ozone pollution control strategies. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, San Francisco, CA, November 13-16, 2005. |
R828207 (2004) R828207 (Final) |
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| Presentation | Flexible implementation of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. | None | Chen VCP | Chen VCP. Flexible implementation of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, San Jose, CA, November 2002. |
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| Presentation | An application of MARS and orthogonal arrays to high-dimensional continuous state stochastic dynamic programming. | None | Chen VCP | Chen VCP. An application of MARS and orthogonal arrays to high-dimensional continuous state stochastic dynamic programming. Presented at the Department of Statistics, University of Texas, Dallas, TX, October 2002. |
R828207 (2002) R828207 (Final) |
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| Presentation | A decision-making framework for studying ozone pollution in urban Atlanta. | None | Chen, V.C.P.; Yang, Z.; Chang, M.; Murphy, T. | Chen, V.C.P.; Yang, Z.; Chang, M.; Murphy, T. A decision-making framework for studying ozone pollution in urban Atlanta. Presented at the Seventh Annual Green Chemistry and Engineering Conference, Washington, DC, June 2003. |
R828207 (2002) |
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| Presentation | Sequential metamodeling in engineering design. | None | Lin Y, Mistree F, Allen JK, Tsui K-L, Chen VCP | Lin Y, Mistree F, Allen JK, Tsui K-L, Chen VCP. Sequential metamodeling in engineering design. Presented at the 10th Annual AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Albany, NY, August 30-September 1, 2004. |
R828207 (Final) |
not available |
| Presentation | Mining Atlanta ozone pollution data. | None | Tsai J, Chen VCP | Tsai J, Chen VCP. Mining Atlanta ozone pollution data. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, Denver, CO, October 24-27, 2004. |
R828207 (2004) R828207 (Final) |
not available |
| Presentation | Flexible implementation of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. | None | Tsai JCC, Chen VCP, Boardman BS | Tsai JCC, Chen VCP, Boardman BS. Flexible implementation of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. Presented at the Industrial Engineering Research Conference, Portland, OR, May 2003. |
R828207 (2002) |
not available |
| Presentation | Kriging estimation within a decision-making framework for evaluating process technologies in a wastewater treatment system. | None | Welch WJ, Chen VCP, Simpson TW | Welch WJ, Chen VCP, Simpson TW. Kriging estimation within a decision-making framework for evaluating process technologies in a wastewater treatment system. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, San Antonio, TX, November 5-8, 2000. |
R828207 (Final) |
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| Presentation | Comparison of MARS and neural networks in optimizing a water reservoir network. | None | Wen A, Cervellera C, Chen VCP | Wen A, Cervellera C, Chen VCP. Comparison of MARS and neural networks in optimizing a water reservoir network. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, Denver, CO, October 24-27, 2004. |
R828207 (2004) R828207 (Final) |
not available |
| Presentation | Ozone pollution decision-making framework. | None | Yang Z, Chang M, Chen VCP | Yang Z, Chang M, Chen VCP. Ozone pollution decision-making framework. Presented at the Institute for Operations Research and the Management Sciences (INFORMS) Annual Meeting, Denver, CO, October 24-27, 2004. |
R828207 (2004) R828207 (Final) |
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| Proceedings | Optimization of a large-scale water reservoir network. | None | Cervellera C, Chen VCP, Wen A | Cervellera C, Chen VCP, Wen A. Optimization of a large-scale water reservoir network. In: Proceedings of the 2004 Institute of Industrial Engineers Research Conference, Houston, TX, May 15-19, 2004. |
R828207 (2003) R828207 (Final) |
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| Proceedings | Statistical methods for deterministic biomathematical models. | None | Chen VCP, Welch WJ | Chen VCP, Welch WJ. Statistical methods for deterministic biomathematical models. In: Proceedings of the 53rd Session of the International Statistical Institute, Seoul, Korea, August 22-29, 2001. |
R828207 (Final) |
not available |
| Proceedings | A decision-making framework for evaluating wastewater treatment technologies. | None | Chen VCP, Tsai JCC, Lee EK, Johnson EL | Chen VCP, Tsai JCC, Lee EK, Johnson EL. A decision-making framework for evaluating wastewater treatment technologies. In: Proceedings of the 5th Annual Green Chemistry and Engineering Conference, Washington, DC, June 26-28, 2001. |
R828207 (Final) |
not available |
| Proceedings | A decision-making framework for studying ozone pollution in urban Atlanta. | None | Chen VCP, Yang Z, Chang M, Murphy T | Chen VCP, Yang Z, Chang M, Murphy T. A decision-making framework for studying ozone pollution in urban Atlanta. In: Proceedings of the 7th Annual Green Chemistry and Engineering Conference, Washington, DC, June 26-28, 2003. |
R828207 (Final) |
not available |
| Proceedings | Flexible implementation of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. | None | Tsai JCC, Chen VCP, Boardman BS | Tsai JCC, Chen VCP, Boardman BS. Flexible implementation of multivariate adaptive regression splines in solving continuous-state stochastic dynamic programming. In: Proceedings of the 2003 Industrial Engineering Research Conference, Portland, OR, May 17-21, 2003. |
R828207 (Final) |
not available |
| Proceedings | Comparison of experimental designs in continuous-state stochastic dynamic programming. | None | Wen A, Chen VCP , Cervellera C | Wen A, Chen VCP, Cervellera C. Comparison of experimental designs in continuous-state stochastic dynamic programming. In: Proceedings of the 2005 Industrial Engineering Research Conference, Atlanta, GA, May 14-18, 2005. |
R828207 (2004) R828207 (Final) |
not available |
| Proceedings | Formulation of a decision-making framework for studying ozone pollution in urban Atlanta. | None | Yang Z, Chen VCP, Chang ME, Murphy TE | Yang Z, Chen VCP, Chang ME, Murphy TE. Formulation of a decision-making framework for studying ozone pollution in urban Atlanta. In: Proceedings of the 2004 Institute of Industrial Engineers Research Conference, Houston, TX, May 15-19, 2004. |
R828207 (2003) R828207 (Final) |
not available |
| Report | Neural Network and Regression Spline Value Function Approximations for Stochastic Dynamic Programming | None | Cervellera C, Wen AH, Chen VCP | Cervellera C, Wen AH, Chen VCP. Neural Network and Regression Spline Value Function Approximations for Stochastic Dynamic Programming. COSMOS Technical Report 04-05, 27 pp., 2004. |
R828207 (Final) |
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| Report | Parallelization of the MARS value function approximation in a decision-making framework for wastewater treatment. | None | Tsai JCC, Chen VCP, Lee EK, Johnson EL | Tsai JCC, Chen VCP, Lee EK, Johnson EL. Parallelization of the MARS value function approximation in a decision-making framework for wastewater treatment. Arlington, TX: University of Texas, Arlington, Center on Stochastic Modeling, Optimization, & Statistics, COSMOS Technical Report 03-02, 2006. |
R828207 (Final) |
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The perspectives, information and conclusions conveyed in research project abstracts, progress reports, final reports, journal abstracts and journal publications convey the viewpoints of the principal investigator and may not represent the views and policies of ORD and EPA. Conclusions drawn by the principal investigators have not been reviewed by the Agency.