Publications
] , Submitted. Two Gaussian regularization methods for time-varying networks. Available at: http://arxiv.org/abs/2202.07099.
, 2010. Two-stage approach for unbalanced classification with time-varying decision boundary: Application to marine container inspection. In Proceedings of the ACM SIGKDD Workshop on Intelligence and Security Informatics. pp. 1:1–1:5. Available at: http://doi.org/10.1145/1938606.1938607.
, Accepted. RafterNet: Probabilistic predictions in multi-response regression. The American Statistician. Available at: https://doi.org/10.1080/00031305.2022.2141857.
, Accepted. Dependence model assessment and selection with DecoupleNets. Journal of Computational and Graphical Statistics. Available at: https://doi.org/10.1080/10618600.2022.2157835.
, 2022. Applications of multivariate quasi-random sampling with neural networks. In Monte Carlo and Quasi-Monte Carlo Methods, MCQMC 2020. Springer, pp. 273–289. Available at: https://doi.org/10.1007/978-3-030-98319-2_14.
, 2022. Multivariate time-series modeling with generative neural networks. Econometrics and Statistics, 23, pp.147–164. Available at: https://doi.org/10.1016/j.ecosta.2021.10.011.
, 2021. Quasi-random sampling for multivariate distributions via generative neural networks. Journal of Computational and Graphical Statistics, 30, pp.647–670. Available at: http://doi.org/10.1080/10618600.2020.1868302.
, 2019. A framework for measuring association of random vectors via collapsed random variables. Journal of Multivariate Analysis, 172, pp.5–27. Available at: http://doi.org/10.1016/j.jmva.2019.02.012.
, 2001. Discussion of "Dimension reduction and visualization in discriminant analysis" by Cook and Yin. Australian and New Zealand Journal of Statistics, 43, pp.179–185.
, 2010. Partial generalized additive models: An information-theoretic approach for dealing with concurvity and selecting variables. Journal of Computational and Graphical Statistics, 19, pp.531–551. Available at: http://doi.org/10.1198/jcgs.2010.07139.
, 2011. Content-boosted matrix factorization for recommender systems: Experiments with recipe recommendation. In Proceedings of the 5th ACM Conference on Recommender Systems. pp. 261–264. Available at: http://doi.org/10.1145/2043932.2043979.
, 2011. Detection of rare items with TARGET. Statistics and Its Interface, 4, pp.11–17. Available at: http://doi.org/10.4310/SII.2011.v4.n1.a2.
, 2021. First-order correction of statistical significance for screening two-way epistatic interactions. In Epistasis: Methods and Protocols. Springer, pp. 181–190. Available at: http://doi.org/10.1007/978-1-0716-0947-7_12.
, 2019. Compositional epistasis detection using a few prototype disease models. PLOS ONE, 14, p.e0213236. Available at: http://doi.org/10.1371/journal.pone.0213236.
, 2015. Opinion versus practice regarding the use of rehabilitation services in home care: an investigation using machine learning algorithms. BMC Medical Informatics and Decision Making, 15, p.80. Available at: http://doi.org/10.1186/s12911-015-0203-1.
, 2015. Rehabilitation therapies for older clients of the Ontario home care system: regional variation and client-level predictors of service provision. Disability and Rehabilitation, 37, pp.625–631. Available at: http://doi.org/10.3109/09638288.2014.935494.
, 2012. K-means cluster analysis of rehabilitation service users in the home health care system of Ontario: Examining the heterogeneity of a complex geriatric population. Archives of Physical Medicine and Rehabilitation, 93, pp.2198–2205. Available at: http://doi.org/10.1016/j.apmr.2012.05.026.
