Tiangang Cui

Dr

Accepting PhD Students

20112021
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Research Output 2011 2019

2019

A Metropolis-Hastings-Within-Gibbs Sampler for Nonlinear Hierarchical-Bayesian Inverse Problems

Bardsley, J. & Cui, T., 2019, 2017 MATRIX Annals. Wood, D. R., de Gier, J., Praeger, C. E. & Tao, T. (eds.). Cham Switzerland: Springer, Vol. 2. p. 2-12 10 p. (MATRIX Book Series; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

A posteriori stochastic correction of reduced models in delayed-acceptance MCMC, with application to multiphase subsurface inverse problems

Cui, T., Fox, C. & O'Sullivan, M. J., 8 Jun 2019, In : International Journal for Numerical Methods in Engineering. 118, 10, p. 578-605 28 p.

Research output: Contribution to journalArticleResearchpeer-review

1 Citation (Scopus)

Extraction of high-resolution structural orientations from digital data: A Bayesian approach

Thiele, S. T., Grose, L. J., Cui, T., Micklethwaite, S. & Cruden, A. R., 1 May 2019, In : Journal of Structural Geology. 122, p. 106-115 10 p.

Research output: Contribution to journalArticleResearchpeer-review

Optimization methods for inverse problems

Ye, N., Roosta-Khorasani, F. & Cui, T., 2019, 2017 MATRIX Annals. Wood, D. R., de Gier, J., Praeger, C. E. & Tao, T. (eds.). Cham Switzerland: Springer, Vol. 2. p. 121-140 20 p. (MATRIX Book Series; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Using parallel Markov chain Monte Carlo to quantify uncertainties in geothermal reservoir calibration

Cui, T., Fox, C., Nicholls, G. K. & O’sullivan, M. J., 1 Jan 2019, In : International Journal for Uncertainty Quantification. 9, 3, p. 295-310 16 p.

Research output: Contribution to journalArticleResearchpeer-review

2018
1 Citation (Scopus)

A Stein variational Newton method

Detommaso, G., Cui, T., Spantini, A., Marzouk, Y. & Scheichl, R., 1 Jan 2018, Proceedings of Advances in Neural Information Processing Systems: 32nd Conference on Neural Information Processing Systems, NeurIPS 2018; Montreal; Canada; 2 December 2018 through 8 December 2018. Bengio, S., Wallach, H., Larochelle, H., Grauman, K., Cesa-Bianchi, N. & Garnett, R. (eds.). San Diego CA USA, Vol. 2018-December. 11 p. (Advances in Neural Information Processing Systems).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Open Access
File

Mathematical Modelling of Genetic Network for Regulating the Fate Determination of Hematopoietic Stem Cells

Wu, S., Cui, T. & Tian, T., 21 Dec 2018, Proceedings: 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM). Zheng, H. J., Callejas, Z., Griol, D., Wang, H., Hu, X., Schmidt, H., Baumbach, J., Dickerson, J. & Zhang, L. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 2167-2173 7 p. 8621476. (Proceedings - 2018 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2018).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

1 Citation (Scopus)

Rapid near-atomic resolution single-particle 3D reconstruction with SIMPLE

Reboul, C. F., Kiesewetter, S., Eager, M., Belousoff, M., Cui, T., De Sterck, H., Elmlund, D. & Elmlund, H., Nov 2018, In : Journal of Structural Biology. 204, 2, p. 172-181 10 p.

Research output: Contribution to journalArticleResearchpeer-review

2017

BAYESIAN INVERSE PROBLEMS WITH l1 PRIORS: A RANDOMIZE-THEN-OPTIMIZE APPROACH

Wang, Z., Bardsley, J., Solonen, A., Cui, T. & Marzouk, Y., 2017, In : SIAM Journal on Scientific Computing. 39, 5, p. S140-S166 28 p.

Research output: Contribution to journalArticleResearchpeer-review

Goal-Oriented Optimal Approximations of Bayesian Linear Inverse Problems

Spantini, A., Cui, T., Willcox, K., Tenorio, L. & Marzouk, Y. M., 2017, In : SIAM Journal on Scientific Computing. 39, 5, p. S167–S196 30 p.

Research output: Contribution to journalArticleResearchpeer-review

2016
41 Citations (Scopus)

Dimension-independent likelihood-informed MCMC

Cui, T., Law, K. J. H. & Marzouk, Y. M., 1 Jan 2016, In : Journal of Computational Physics. 304, p. 109-137 29 p.

Research output: Contribution to journalArticleResearchpeer-review

32 Citations (Scopus)

Multifidelity importance sampling

Peherstorfer, B., Cui, T., Marzouk, Y. & Willcox, K., 1 Mar 2016, In : Computer Methods in Applied Mechanics and Engineering. 300, p. 490-509 20 p.

Research output: Contribution to journalArticleResearchpeer-review

4 Citations (Scopus)

On dimension reduction in Gaussian filters

Solonen, A., Cui, T., Hakkarainen, J. & Marzouk, Y., 7 Mar 2016, In : Inverse Problems. 32, 4, 28 p., 045003.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
1 Citation (Scopus)

Pragmatic approach to calibrating distributed parameter groundwater models from pumping test data using adaptive delayed acceptance MCMC

Cui, T., Ward, N. D., Eveson, S. & Lähivaara, T., 1 Feb 2016, In : Journal of Hydrologic Engineering. 21, 2, 12 p., 06015011.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
13 Citations (Scopus)

Scalable posterior approximations for large-scale Bayesian inverse problems via likelihood-informed parameter and state reduction

Cui, T., Marzouk, Y. & Willcox, K., 15 Jun 2016, In : Journal of Computational Physics. 315, p. 363-387 25 p.

Research output: Contribution to journalArticleResearchpeer-review

2015
49 Citations (Scopus)

Data-driven model reduction for the Bayesian solution of inverse problems

Cui, T., Marzouk, Y. M. & Willcox, K. E., 4 May 2015, In : International Journal for Numerical Methods in Engineering. 102, 5, p. 966-990 25 p.

Research output: Contribution to journalArticleResearchpeer-review

28 Citations (Scopus)

Optimal low-rank approximations of Bayesian linear inverse problems

Spantini, A., Solonen, A., Cui, T., Martin, J., Tenorio, L. & Marzouk, Y., 2015, In : SIAM Journal on Scientific Computing. 37, 6, p. A2451-A2487 37 p.

Research output: Contribution to journalArticleResearchpeer-review

2014
3 Citations (Scopus)

Characterization of parameters for a spatially heterogenous aquifer from pumping test data

Cui, T., Ward, N. D. & Kaipio, J., 1 Jun 2014, In : Journal of Hydrologic Engineering. 19, 6, p. 1203-1213 11 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
46 Citations (Scopus)

Likelihood-informed dimension reduction for nonlinear inverse problems

Cui, T., Martin, J., Marzouk, Y. M., Solonen, A. & Spantini, A., 28 Oct 2014, In : Inverse Problems. 30, 11, 28 p., 114015.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2013
5 Citations (Scopus)

Uncertainty quantification for stream depletion tests

Cui, T. & Ward, N. D., 2013, In : Journal of Hydrologic Engineering. 18, 12, p. 1581-1590 10 p.

Research output: Contribution to journalArticleResearchpeer-review

2011
62 Citations (Scopus)

Bayesian calibration of a large-scale geothermal reservoir model by a new adaptive delayed acceptance Metropolis Hastings algorithm

Cui, T., Fox, C. & Sullivan, M. J., 2011, In : Water Resources Research. 47, 10, 26 p., W10521.

Research output: Contribution to journalArticleResearchpeer-review