Machine learning and optimization based decision-support tool for seed variety selection
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DOI: 10.1007/s10479-022-04995-8
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- Onur Boyabatlı & Javad Nasiry & Yangfang (Helen) Zhou, 2019. "Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits," Management Science, INFORMS, vol. 67(5), pages 2060-2076, May.
- Saurabh Bansal & Mahesh Nagarajan, 2017. "Product Portfolio Management with Production Flexibility in Agribusiness," Operations Research, INFORMS, vol. 65(4), pages 914-930, August.
- Tim Noparumpa & Burak Kazaz & Scott Webster, 2015. "Wine Futures and Advance Selling Under Quality Uncertainty," Manufacturing & Service Operations Management, INFORMS, vol. 17(3), pages 411-426, July.
- Barkley, Andrew P. & Peterson, Hikaru Hanawa & Shroyer, James, 2010.
"Wheat Variety Selection to Maximize Returns and Minimize Risk: An Application of Portfolio Theory,"
Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 42(01), pages 1-17, February.
- Barkley, Andrew & Peterson, Hikaru Hawana & Shroyer, James, 2010. "Wheat Variety Selection to Maximize Returns and Minimize Risk: An Application of Portfolio Theory," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 42(1), pages 39-55, February.
- Durai Sundaramoorthi & Victoria Chen & Jay Rosenberger & Seoung Kim & Deborah Buckley-Behan, 2009. "A data-integrated simulation model to evaluate nurse–patient assignments," Health Care Management Science, Springer, vol. 12(3), pages 252-268, September.
- Nalley, Lawton Lanier & Barkley, Andrew P. & Chumley, Forrest G., 2008.
"The Impact of the Kansas Wheat Breeding Program on Wheat Yields, 1911–2006,"
Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 40(3), pages 1-13, December.
- Nalley, Lawton Lanier & Barkley, Andrew & Chumley, Forrest, 2008. "The Impact of the Kansas Wheat Breeding Program on Wheat Yields, 1911-2006," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 40(3), pages 913-925, December.
- Wolfram Schlenker & Michael J. Roberts, 2006.
"Nonlinear Effects of Weather on Corn Yields ,"
Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 28(3), pages 391-398.
- Wolfram Schlenker & Michael J. Roberts, 2006. "Nonlinear Effects of Weather on Corn Yields," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 28(3), pages 391-398.
- Oskar Marko & Sanja Brdar & Marko Panić & Isidora Šašić & Danica Despotović & Milivoje Knežević & Vladimir Crnojević, 2017. "Portfolio optimization for seed selection in diverse weather scenarios," PLOS ONE, Public Library of Science, vol. 12(9), pages 1-27, September.
- Lindon J. Robison & John R. Brake, 1979. "Application of Portfolio Theory to Farmer and Lender Behavior," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 61(1), pages 158-164.
- Dixon, Bruce L. & Hollinger, Steven E. & Garcia, Philip & Tirupattur, Viswanath, 1994. "Estimating Corn Yield Response Models To Predict Impacts Of Climate Change," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 19(01), pages 1-11, July.
- William F. Sharpe, 1963. "A Simplified Model for Portfolio Analysis," Management Science, INFORMS, vol. 9(2), pages 277-293, January.
- Durai Sundaramoorthi & Andrew Coult & Dung Hai Nguyen, 2012. "A Data-Integrated Tree-Based Simulation to Predict Financial Market Movement," International Journal of Operations Research and Information Systems (IJORIS), IGI Global, vol. 3(3), pages 74-86, July.
- Saurabh Bansal & Genaro J. Gutierrez & John R. Keiser, 2017. "Using Experts’ Noisy Quantile Judgments to Quantify Risks: Theory and Application to Agribusiness," Operations Research, INFORMS, vol. 65(5), pages 1115-1130, October.
- Ying-Ju Chen & J. George Shanthikumar & Zuo-Jun Max Shen, 2015. "Incentive for Peer-to-Peer Knowledge Sharing among Farmers in Developing Economies," Production and Operations Management, Production and Operations Management Society, vol. 24(9), pages 1430-1440, September.
- Durai Sundaramoorthi, 2014. "A data-integrated simulation model to forecast ground-level ozone concentration," Annals of Operations Research, Springer, vol. 216(1), pages 53-69, May.
- Daniel Kinn, 2018. "Reducing Estimation Risk in Mean-Variance Portfolios with Machine Learning," Papers 1804.01764, arXiv.org, revised Jul 2018.
- William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
- Rose A. Nyikal & Willis O. Kosura, 2005. "Risk preference and optimal enterprise combinations in Kahuro division of Murang'a district, Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 32(2), pages 131-140, March.
- Zehua Yang & Victoria C. P. Chen & Michael E. Chang & Melanie L. Sattler & Aihong Wen, 2009. "A Decision-Making Framework for Ozone Pollution Control," Operations Research, INFORMS, vol. 57(2), pages 484-498, April.
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Keywords
Food shortage; Soybean; Data science; Portfolio optimization; Machine learning; Simulation and optimization;All these keywords.
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