Algorithms for Rare Event Estimation


A short course by Patrick Laub

Lecture 1: Introduction, Simulation in Python, Crude Monte Carlo, Importance Sampling, Exponential Tilting

Lecture 2: Improved Cross-Entropy and Original Cross-Entropy method, Markov Chain Monte Carlo

Lecture 3: Sequential Monte Carlo and PyMC3


Course materials from 2019.