publications
preprints, journal articles, book chapters, and conference articles in reversed chronological order.
preprints
- arxivConvergence Speed and Approximation Accuracy of Numerical MCMC2022 arXiv
- arxivPrior normalization for certified likelihood-informed subspace detection of Bayesian inverse problems2022 arXiv
- arxivConditional Deep Inverse Rosenblatt Transports2021 arXiv
- arxivStein variational online changepoint detection with applications to Hawkes processes and neural networks2019 arXiv
- arxivMultilevel dimension-independent likelihood-informed MCMC for large-scale inverse problems2019 arXiv
journal articles
2022
- BernoulliA unified performance analysis of likelihood-informed subspace methodsBernoulli, in press, 2022 arXiv
- MathCompCertified dimension reduction in nonlinear Bayesian inverse problemsMathematics of Computation, published online, 2022 arXiv
2021
- NeuroImageIdentification of community structure-based brain states and transitions using functional MRINeuroImage, 244, 118635, 2021
- FoCMDeep composition of Tensor-Trains using squared inverse Rosenblatt transportsFoundations of Computational Mathematics, published online, 2021 arXiv
2020
- A non-linear reverse-engineering method for inferring genetic regulatory networksPeerJ, 8, e9065, 2020
2019
- IJUQUsing Parallel Markov Chain Monte Carlo to Quantify Uncertainties in Geothermal Reservoir CalibrationInternational Journal for Uncertainty Quantification, 2019 DOI
- J. Struct. Geol.Extraction of high-resolution structural orientations from digital data: A Bayesian approachJournal of Structural Geology, 122, 106–115, 2019 DOI
2018
- J. Struct. BiolRapid near-atomic resolution single-particle 3D reconstruction with SIMPLEJournal of structural biology, 204, 172–181, 2018 DOI
2017
2016
- JHEPragmatic approach to calibrating distributed parameter groundwater models from pumping test data using adaptive delayed acceptance MCMCJournal of Hydrologic Engineering, 21, 06015011, 2016
- CMAMEMultifidelity importance samplingComputer Methods in Applied Mechanics and Engineering, 300, 490–509, 2016 DOI
2015
2014
- JHECharacterization of parameters for a spatially heterogenous aquifer from pumping test dataJournal of Hydrologic Engineering, 19, 1203–1213, 2014
2013
- JHEUncertainty quantification for stream depletion testsJournal of Hydrologic Engineering, 18, 1581–1590, 2013
2011
- WRRBayesian calibration of a large-scale geothermal reservoir model by a new adaptive delayed acceptance Metropolis Hastings algorithmWater Resources Research, 47, 2011 DOI
book chapters
2019
conference articles
2018
- NIPSA Stein variational Newton methodIn Advances in Neural Information Processing Systems 9169–9179, 2018 arXiv
- IEEEMathematical modelling of genetic network for regulating the fate determination of hematopoietic stem cellsIn 2018 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2167–2173, 2018
- MCQMCNetwork Structure Change Point Detection by Posterior Predictive DiscrepancyIn International Conference on Monte Carlo and Quasi-Monte Carlo Methods in Scientific Computing 107–123, 2018