Tiangang Cui

Office 328
9 Rainforest Walk
Monash University, Vic 3800
Research: Google Scholar, ORCID
computational mathematics, machine learning, inverse problems, numerical analysis, geophysics, and scientific computing
Brief Biography:
- 2020–present: Senior Lecturer, School of Mathematics, Monash University
- 2016–2020: Lecturer, School of Mathematics, Monash University
- 2015–2016: Senior research engineer, ExxonMobil Upstream Research Company
- 2012–2015: Postdoc Associate, Aerospace Computational Design Laboratory (ACDL), Massachusetts Institute of Technology
Contact: firstname(dot)lastname(at)monash(dot)edu
news
Nov 24, 2020 | A long announcement with details |
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Nov 24, 2020 | A new website |
selected preprints and publications
- JUQOptimization-Based MCMC Methods for Nonlinear Hierarchical Statistical Inverse ProblemsarXiv preprint arXiv:2002.06358 2020
- arxivDeep Composition of Tensor Trains using Squared Inverse Rosenblatt Transports2020
- NIPSA Stein variational Newton methodIn Advances in Neural Information Processing Systems 2018
- JCPDimension-independent likelihood-informed MCMCJournal of Computational Physics 2016
- JCPScalable posterior approximations for large-scale Bayesian inverse problems via likelihood-informed parameter and state reductionJournal of Computational Physics 2016
- IPLikelihood-informed dimension reduction for nonlinear inverse problemsInverse Problems 2014
- WRRBayesian calibration of a large-scale geothermal reservoir model by a new adaptive delayed acceptance Metropolis Hastings algorithmWater Resources Research 2011