Paper: The Unreasonable Effectiveness of Monte Carlo Simulations in A/B Testing
Marton Trencseni - Thu 05 December 2024 - ab-testing
Introduction
Recently I wrote a paper and published it on arxiv, based on previous articles here on Bytepawn on the usefulness of Monte Carlo simulations in A/B testing:
- Estimating mathematical constants with Monte Carlo simulations
- Early stopping in A/B testing
- A/B testing and the Central Limit Theorem
- Five ways to reduce variance in A/B testing
- A/B testing on social networks
- A/B testing and networks effects
- Bayesian A/B conversion tests
- The Unreasonable Effectiveness of Monte Carlo Simulations in A/B Testing
This paper (pdf, arxiv, source) is a more thorough exploration of these topics.