1. Particle Markov chain Monte Carlo methods
2. The pseudo-marginal approach for efficient Monte Carlo computations
3. Atilim Güneş Baydin , Lei Shao , Wahid Bhimji , Lukas Heinrich , Lawrence Meadows , Jialin Liu , Andreas Munk , Saeid Naderiparizi , Bradley Gram-Hansen , and Gilles Louppe . 2019 . Etalumis: Bringing probabilistic programming to scientific simulators at scale . In Proceedings of the international conference for high performance computing, networking, storage and analysis. 1–24 . Atilim Güneş Baydin, Lei Shao, Wahid Bhimji, Lukas Heinrich, Lawrence Meadows, Jialin Liu, Andreas Munk, Saeid Naderiparizi, Bradley Gram-Hansen, and Gilles Louppe. 2019. Etalumis: Bringing probabilistic programming to scientific simulators at scale. In Proceedings of the international conference for high performance computing, networking, storage and analysis. 1–24.
4. Estimation of Population Growth or Decline in Genetically Monitored Populations