Hai Dang DAU

Assistant Professor

  • College of Computing and Data Science
    Nanyang Technological University, Singapore
  • Email: haidang.dau AT ntu DOT edu.sg

Short Biography

I am a Nanyang Assistant Professor at NTU, jointly appointed at College of Computing and Data Science and School of Physical and Mathematical Sciences. My research is focused on Bayesian computation, sampling methods, and their interaction with generative modelling. After completing my PhD under the direction of Nicolas Chopin, I held various postdoctoral positions under the supervisions of Alexandre Thiéry, Jeremy Heng, and Arnaud Doucet.

Openings

We are actively looking for PhD students and postdocs to join our research group. Please contact me if you are interested.

Research Interests

  • Diffusion-based generative models

    Score estimation
    Schrödinger bridge
    Applications to sampling

  • Sequential Monte Carlo methods

    Particle filtering / smoothing
    Parameter estimation
    SMC Samplers

  • Markov Chain Monte Carlo methods