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;. .
Tree-based boosting with functional data. Computational Statistics. In Press;. Preprint: https://arxiv.org/abs/2109.02989 Software: https://github.com/xmengju/TFBoost .
Optimizing marine spatial plans with animal tracking data. Canadian Journal of Fisheries and Aquatic Sciences. In Press;. .
Robust nonparametric regression: review and practical considerations. Econometrics and Statistics. In Press;. DOI: 10.1016/j.ecosta.2023.04.004 Preprint: https://arxiv.org/abs/2211.08376 Software: https://github.com/msalibian/RobustNonParam .
2022
Permutation tests under a rotating sampling plan with clustered data. Ann. Appl. Statist. 2022; 16: 936-958. DOI: 10.1214/21-AOAS1526 .
Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States. Proceedings of the National Academy of Sciences [Internet]. 2022; 119: e2113561119. URL: https://www.pnas.org/doi/abs/10.1073/pnas.2113561119 .
Canadian contributions to environmetrics. Canadian Journal of Statistics [Internet]. 2022; n/a. DOI: https://doi.org/10.1002/cjs.11743 URL: https://onlinelibrary.wiley.com/doi/abs/10.1002/cjs.11743 .
Sufficient principal component regression for genomics. Bioinformatics Advances [Internet]. 2022; 2: vbac033. URL: https://doi.org/10.1093/bioadv/vbac033 .
Knots and their effect on the tensile strength of lumber. Journal of Quality Technology. 2022. p. Submitted. .
Consistency of the MLE under a two-parameter gamma mixture model with a structural shape parameter. Metrika [Internet]. 2022; ?? URL: https://doi.org/10.1007/s00184-021-00856-9 .
Consistency of the MLE under two-parameter mixture models with a structural scale parameter. Advances in Data Analysis and Classification [Internet]. 2022; 16: 125-154. URL: http://doi.org/10.1007/s11634-021-00472-5 .
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. Electronic Journal of Statistics. 2022. p. Submitted. .
Density ratio model with data-adaptive basis function. Journal of Multivariate Analysis. 2022; 191. .
Distributed learning of finite Gaussian mixtures. Journal of Machine Learning Research [Internet]. 2022; 23: 1-40. URL: \urlhttp://jmlr.org/papers/v23/21-0093.html .
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). .
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. .
Monitoring test under nonparametric random effects model. Journal of Nonparametric Statistics [Internet]. 2021; 33: 60-81. URL: https://doi.org/10.1080/10485252.2021.1914337 .
Test for homogeneity with unordered paired observations. Electronic Journal of Statistics. Institute of Mathematical Statistics and Bernoulli Society; 2021; 15: 1661–1694. .
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 .
Can Auxiliary Indicators Improve COVID-19 Forecasting and Hotspot Prediction?. Proceedings of the National Academy of Sciences [Internet]. 2021; 118: e2111453118. URL: https://doi.org/10.1073/pnas.2111453118 .
Markov-switching State Space Models for Uncovering Musical Interpretation. Annals of Applied Statistics [Internet]. 2021; 15: 1147–1170. URL: https://doi.org/10.1214/21-AOAS1457 .
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. .
Flexible analysis of TSS mapping data and detection of TSS shifts with TSRexploreR. NAR Genomics and Bioinformatics [Internet]. 2021; 3: 1–10. URL: https://doi.org/10.1093/nargab/lqab051 .
An Open Repository of Real-Time COVID-19 Indicators. Proceedings of the National Academy of Sciences [Internet]. 2021; 118: e2111452118. URL: https://doi.org/10.1073/pnas.2111452118 .
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). .
Parallel Tempering on Optimized Paths. In International Conference on Machine Learning (ICML). 2021. .
Non-Reversible Parallel Tempering: a Scalable Highly Parallel MCMC Scheme. Journal of Royal Statistical Society, Series B. 2021; (Accepted). .
Approximately Optimal Subset Selection for Statistical Design and Modelling. Journal of Statistical Computation and Simulation. 2021;: 1-13. .
Empirical likelihood ratio test on quantiles under a density ratio model. Electronic Journal of Statistics [Internet]. 2021; 15(2): 6191-6227. URL: https://doi.org/10.1214/21-EJS1943 .
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. .
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). .