Publications by Department Members
Submitted
Automated scalable Bayesian inference via Hilbert coresets. arXiv:1710.05053. Submitted;. .
Proteomic biomarker study using novel robust penalized elastic net estimators. Annals of Applied Statistics. Submitted. .
Scalable Gaussian process inference with finite-data mean and variance guarantees. arXiv:1806.10234. Submitted;. .
A fast Monte Carlo test for preferential sampling. Submitted. .
In Press
Truncated random measures. Bernoulli. In Press;. .
Dynamic clustering algorithms via small-variance analysis of Markov chain mixture models. IEEE Transactions on Pattern Analysis and Machine Intelligence. In Press;. .
Adjusting for differential misclassification in matched case-control studies utilizing health administrative data. Statistics in Medicine. In Press;. .
Optimizing marine spatial plans with animal tracking data. Canadian Journal of Fisheries and Aquatic Sciences. In Press;. .
2022
Knots and their effect on the tensile strength of lumber. Journal of Quality Technology. 2022. p. Submitted. .
Adaptive Design and Analysis Via Partitioning Trees for Emulation of a Complex Computer Code. Journal of Computational and Graphical Statistics [Internet]. 2022;: 1-12. DOI: 10.1080/10618600.2022.2039160 URL: https://doi.org/10.1080/10618600.2022.2039160 .
Nondimensionalizing physical and statistical models: a unified approach. Statistical Science. 2022. p. Submitted. .
2021
Robust functional principal components for sparse longitudinal data. Metron. 2021;. DOI: 10.1007/s40300-020-00193-3 Preprint: https://arxiv.org/abs/2012.01540 Software: https://github.com/msalibian/sparseFPCA .
Blang: Probabilitistic Programming for Combinatorial Spaces. Journal of Statistical Software. 2021; (Accepted). .
Test for homogeneity with unordered paired observations. Electronic Journal of Statistics. Institute of Mathematical Statistics and Bernoulli Society; 2021; 15: 1661–1694. .
Composite empirical likelihood for multisample clustered data. J Nonparametric Statistics. 2021;: Accepted Apr 2021. .
Composite empirical likelihood for multisample clustered data. Journal of Nonparametric Statistics. Taylor & Francis; 2021; 33: 60–81. .
Permutation tests under a rotating sampling plan with clustered data. Journal of nonparametric statistics. 2021; 33: 60-81. .
Robust Boosting for Regression Problems. Computational Statistics and Data Science [Internet]. 2021; 153. DOI: 10.1016/j.csda.2020.107065 URL: https://arxiv.org/abs/2002.02054 Software: https://github.com/xmengju/RRBoost .
RBF: An R package to compute a robust backfitting estimator for additive models. The Journal of Open Source Software. 2021; 6(60). DOI: 10.21105/joss.02992 Software: https://github.com/msalibian/RBF .
Ellipse Detection and Localization with Application to Knots in Sawn Lumber I. 2021 IEEE Winter Conference on Applications of Computer Vision (WACV). 2021. .
CoCoA-diff: counterfactual inference for single-cell gene expression analysis. Genome Biol. BioMed Central; 2021; 22: 1–23. .
Clonal fitness inferred from time-series modelling of single-cell cancer genomes. Nature. 2021; (Accepted). .
Modelling multi-scale, state-switching functional data with hidden Markov models. Canadian Journal of Statistics. 2021; 50(1). .
Non-Reversible Parallel Tempering: a Scalable Highly Parallel MCMC Scheme. Journal of Royal Statistical Society, Series B. 2021; (Accepted). .
Parallel Tempering on Optimized Paths. In International Conference on Machine Learning (ICML). 2021. .
Approximately Optimal Subset Selection for Statistical Design and Modelling. Journal of Statistical Computation and Simulation. 2021;: 1-13. .
Density ratio model with data-adaptive basis function. arXiv preprint arXiv:2103.03445. 2021;. .
Minimum Wasserstein Distance Estimator under Finite Location-scale Mixtures. arXiv preprint arXiv:2107.01323. 2021;. .
Analysis of high-dimensional Continuous Time Markov Chains using the Local Bouncy Particle Sampler. Journal of Machine Learning Research. 2021; 22: 1–41. .
2020
Robust estimation for semi-functional linear regression models. Computational Statistics and Data Science [Internet]. 2020; 152. DOI: 10.1016/j.csda.2020.107041 URL: https://arxiv.org/abs/2006.16156 Software: https://github.com/msalibian/RobustFPLM .
Copula diagnostics for asymmetries and conditional dependence. Journal of Applied Statistics. 2020; 47: 1587-1615. DOI: 10.1080/02664763.2019.1685080, Early Access Date = NOV 2019 .
Homogeneity testing under finite location-scale mixtures. Canadian Journal of Statistics. John Wiley & Sons, Inc. Hoboken, USA; 2020; 48: 670–684. .
Permutation tests under a rotating sampling plan with clustered data. arXiv preprint arXiv:2004.13892. 2020;. .
Vine copula regression for observational studies. ASTA-Advances in Statistical Analysis. 2020; 104: 141-167. DOI: 10.1007/s10182-019-00353-5 .
Randomized Hamiltonian Monte Carlo as Scaling Limit of the Bouncy Particle Sampler and Dimension-Free Convergence Rates. Annals of Applied Probability. 2020; (Accepted). .
Consistency of the MLE under a two-parameter gamma mixture model with a structural shape parameter. arXiv preprint arXiv:2011.04058. 2020;. .
Dealing with treatment-confounder feedback and sparse follow-up in longitudinal studies - application of a marginal structural model in a multiple sclerosis cohort. . American Journal of Epidemiology. 2020; 189: To appear. .
Flexible copula models with dynamic dependence and application to financial data. Econometrics and Statistics. 2020; 16: 148-167. DOI: 10.1016/j.ecosta.2020.01.005 .
Dimensional Analysis in Statistical Modelling. Statistical Science. 2020;: Submitted. .
Scientific versus statistical modelling: a unifying approach. arXiv preprint arXiv:2002.11259. 2020 . .
Ellipse Detection and Localization with Applications to Knots in Sawn Lumber Images. arXiv preprint arXiv:2011.04844. 2020 . .
Should the number of acute exacerbations in the previous year be used to guide treatments in COPD? . European Journal of Epidemiology. 2020; 35: To appear. .
Spatio-temporal downscaling for continental scale estimation of air pollution concentrations. Journal of the Royal Statistical Society: Series C. 2020;: Submitted. .
Approximately Optimal Spatial Design: How Good is it?. Spatial Statistics. 2020;: To appear. .
Small area mean estimation after effect clustering. Journal of Applied Statistics. Taylor & Francis; 2020; 47: 602–623. .
A three-parameter logistic regression model. Statistical Theory and Related Fields. Taylor & Francis; 2020;: 1–10. .
A Unified Framework for Gaussian Mixture Reduction with Composite Transportation Distance. arXiv preprint arXiv:2002.08410. 2020;. .
Empirical Likelihood Ratio Test on quantiles under a Density Ratio Model. arXiv preprint arXiv:2007.10586. 2020;. .
Distributed Learning of Finite Gaussian Mixtures. arXiv preprint arXiv:2010.10412. 2020;. .