Uncertainty Quantification in Vehicle Content Optimization for General Motors

Published Online:https://doi.org/10.1287/inte.2020.1041

References

  • Andradóttir S (2015) A review of random search methods. Fu MC, ed. Handbook of Simulation Optimization (Springer, New York), 277–292.Google Scholar
  • General Motors (2018) GM gains half a point of market share as Chevrolet and GMC second quarter deliveries soar. Press release, General Motors, Detroit, MI. Accessed June 22, 2020, https://media.gm.com/media/us/en/gm/news.detail.html/content/Pages/news/us/en/2018/jul/0702-gmsales.html.Google Scholar
  • Homma T, Saltelli A (1996) Importance measures in global sensitivity analysis of nonlinear models. Reliability Engrg. Systems Safety 52(1):1–17.Google Scholar
  • Iooss B, Lemaître P (2015) A review on global sensitivity analysis methods. Dellino G, Meloni C, eds. Uncertainty Management in Simulation-Optimization of Complex Systems (Springe``r, Boston), 101–122.Google Scholar
  • Ligmann-Zielinska A, Kramer DB, Spence Cheruvelil K, Soranno PA (2014) Using uncertainty and sensitivity analyses in socioecological agent-based models to improve their analytical performance and policy relevance. PLoS One 9(10):e109779.Google Scholar
  • Louviere JJ, Hensher DA, Swait JD (2000) Stated Choice Methods: Analysis and Application (Cambridge University Press, New York).Google Scholar
  • Orme BK (2006) Getting Started with Conjoint Analysis: Strategies for Product Design and Pricing Research (Research Publishers, Madison, WI).Google Scholar
  • Pianosi F, Beven K, Freer J, Hall JW, Rougier J, Stephenson DB, Wagener T (2016) Sensitivity analysis of environmental models: A systematic review with practical workflow. Environ. Model. Software 79(May):214–232.Google Scholar
  • Saltelli A (2002) Making best use of model evaluations to compute sensitivity indices. Comput. Phys. Comm. 145(2):280–297.Google Scholar
  • Saltelli A, Tarantola S (2002) On the relative importance of input factors in mathematical models. J. Amer. Statist. Assoc. 97(459):702–709.Google Scholar
  • Saltelli A, Ratto M, Tarantola S, Campolongo F (2005) Sensitivity analysis for chemical models. Chemical Rev. 105(7):2811–2828.Google Scholar
  • Sobol′ IM (1993) Sensitivity estimates for nonlinear mathematical models. Math. Model. Comput. Experiment. 1(4):407–414.Google Scholar
  • Song E, Nelson BL, Staum J (2016) Shapley effects for global sensitivity analysis: Theory and computation. SIAM/ASA J. Uncertainty Quantification 4(1):1060–1083.Google Scholar
  • Train K (2003) Discrete Choice Methods with Simulation (Cambridge University Press, New York).Google Scholar
  • Wu-Smith P, Beaujon G, Donndelinger J, Owen J, Costy T (2014) Customer choice analysis tool and process for vehicle content and pricing optimization. Technical report, General Motors, Warren, MI.Google Scholar
INFORMS site uses cookies to store information on your computer. Some are essential to make our site work; Others help us improve the user experience. By using this site, you consent to the placement of these cookies. Please read our Privacy Statement to learn more.