Lecture 10 - Quantify Uncertainty in Monte Carlo Estimates#

Objectives#

  • Recognize that Monte Carlo estimates are inherently uncertain.

  • Explain the central limit theorem.

  • Demonstrate how the central limit theorem can help us quantify the epistemic uncertainty in Monte Carlo estimates.

  • Apply the Monte Carlo method to the problem of propagating uncertainty through a boundary value problem.