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
Robust functional principal components for sparse longitudinal data. Metron [Internet]. In Press;. https://arxiv.org/abs/2012.01540 .
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;. .
2021
Robust Boosting for Regression Problems. Computational Statistics and Data Science [Internet]. 2021;153. https://arxiv.org/abs/2002.02054 .
Ellipse Detection and Localization with Application to Knots in Sawn Lumber I. 2021 IEEE Winter Conference on Applications of Computer Vision (WACV). 2021. .
2020
Robust estimation for semi-functional linear regression models. Computational Statistics and Data Science [Internet]. 2020;152. https://arxiv.org/abs/2006.16156 .
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. .
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. .
2019
clonealign: statistical integration of independent single-cell RNA & DNA-seq from human cancers. Genome Biology. 2019;(Accepted). .
AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks. In International Conference on Learning Representations [Internet]. 2019. https://openreview.net/forum?id=ryxepo0cFX .
Prediction based on conditional distributions of vine copulas. Computational Statistics & Data Analysis. 2019;139:45–63. .
Vine Copula Structure Learning via Monte Carlo Tree Search. In International Conference on Artificial Intelligence and Statistics. 2019. .
Small area quantile estimation. International Statistical Review. 2019;87:S219–S238. .
A discussion of ‘prior-based Bayesian information criterion’. Statistical Theory and Related Fields. 2019;:1–3. .
Robust elastic net estimators for variable selection and identification of proteomic biomarkers. Annals of Applied Statistics [Internet]. 2019;13(4):2065-2090. http://dx.doi.org/10.1214/19-AOAS1269 .
Exponential Ergodicity of the Bouncy Particle Sampler. Annals of Statistics. 2019;47:1268–1287. .
Methods for preferential sampling in geostatistics. Journal of the Royal Statistical Society Series C [Internet]. 2019;68(1):198. https://dx.doi.org/10.1111/rssc.12286 .
Modelling ocean temperatures from bio-probes under preferential sampling. Annals of Applied Statistics [Internet]. 2019;13(2):713-745. https://arxiv.org/abs/1901.02630 .
Model-based curve registration via stochastic approximation EM algorithm. Computational Statistics and Data Analysis [Internet]. 2019;131. https://arxiv.org/abs/1712.07265 .
Adjusting for differential misclassification in matched case-control studies utilizing health administrative data. Statistics in Medicine. 2019;38:3669-3681. .
Sequential decision model for inference and prediction on non-uniform hypergraphs with application to knot matching from computational forestry. Annals of Applied Statistics. 2019;13:1678-1707 . .
Comparison of statistical approaches dealing with time-dependent confounding in drug effectiveness studies. Statistical Methods in Medical Research. 2019;28:323-324 . .
Multiple sclerosis: Effect of beta-interferon treatment on survival. Brain. 2019;142:1324-1333. .
Adaptive Partitioning Design and Analysis for Emulation of a Complex Computer Code. arXiv preprint arXiv:1907.01181. 2019;. .
An Annealed Sequential Monte Carlo Method for Bayesian Phylogenetics. Systematic Biology. 2019;(Accepted). .
Determinental point processes stochastic approximation for combinatorial optimization. Optimization Letters. 2019;. .
A general theory for preferential sampling in environmental networks. Annals of Applied Statistics. 2019;:2662-2700. .
A General Theory for Preferential Sampling in Environmental Networks. Annals of Applied Statistics. 2019;:Accepted. .
The duration of load effect in lumber as stochastic degradation. IEEE Transactions on Reliability. 2019;:410-419. .
Bayesian analysis of accumulated damage models in lumber reliability. Technometrics. 2019;61:1-14. .
2018
Piecewise Deterministic Markov Processes for Scalable Monte Carlo on Restricted Domains. Statistics and Probability Letters. 2018;136:148–154. .
Empirical likelihood inference for multiple censored samples. The Canadian Journal of Statistics. 2018;46:232. .
Exchangeable trait allocations. Electronic Journal of Statistics. 2018;12:2290–2322. .
Bayesian coreset construction via greedy iterative geodesic ascent. In International Conference on Machine Learning. 2018. .
Conditional equivalence testing: An alternative remedy for publication bias. PloS one. Public Library of Science; 2018;13:e0195145. .
Reversible Architectures for Arbitrarily Deep Residual Neural Networks. In AAAI Conference on Artificial Intelligence. 2018. .