@manuascript {pcDL,
	title = {Estimation of multiple large covariance matrices by a partially common diagonal and low-rank matrix decomposition},
	year = {Submitted},
	author = {Wu, Yilei and Qin, Yingli and Zhu, Mu}
}
@manuascript {TVNet,
	title = {Two Gaussian regularization methods for time-varying networks},
	year = {Submitted},
	url = {http://arxiv.org/abs/2202.07099},
	author = {Jian, Jie and Sang, Peijun and Zhu, Mu}
}
@article {DeCoupNet,
	title = {Dependence model assessment and selection with DecoupleNets},
	journal = {Journal of Computational and Graphical Statistics},
	year = {Accepted},
	url = {https://doi.org/10.1080/10618600.2022.2157835},
	author = {Hofert, Marius and Prasad, Avinash and Zhu, Mu}
}
@article {RafterNet,
	title = {RafterNet: Probabilistic predictions in multi-response regression},
	journal = {The American Statistician},
	year = {Accepted},
	url = {https://doi.org/10.1080/00031305.2022.2141857},
	author = {Hofert, Marius and Prasad, Avinash and Zhu, Mu}
}
@book {OUP2023,
	title = {Essential Statistics for Data Science: A Concise Crash Course},
	year = {2023},
	publisher = {Oxford University Press},
	organization = {Oxford University Press},
	url = {https://doi.org/10.1093/oso/9780192867735.001.0001},
	author = {Zhu, Mu}
}
@conference {mcqmc2020,
	title = {Applications of multivariate quasi-random sampling with neural networks},
	booktitle = {Monte Carlo and Quasi-Monte Carlo Methods, MCQMC 2020},
	year = {2022},
	pages = {273{\textendash}289},
	publisher = {Springer},
	organization = {Springer},
	url = {https://doi.org/10.1007/978-3-030-98319-2_14},
	author = {Hofert, Marius and Prasad, Avinash and Zhu, Mu},
	editor = {A. Keller}
}
@article {ecosta2022,
	title = {Multivariate time-series modeling with generative neural networks},
	journal = {Econometrics and Statistics},
	volume = {23},
	year = {2022},
	pages = {147{\textendash}164},
	url = {https://doi.org/10.1016/j.ecosta.2021.10.011},
	author = {Hofert, Marius and Prasad, Avinash and Zhu, Mu}
}
@inbook {epistasis2021,
	title = {First-order correction of statistical significance for screening two-way epistatic interactions},
	booktitle = {Epistasis: Methods and Protocols},
	year = {2021},
	pages = {181{\textendash}190},
	publisher = {Springer},
	organization = {Springer},
	url = {http://doi.org/10.1007/978-1-0716-0947-7_12},
	author = {Cheng, Lu and Zhu, Mu},
	editor = {K. C. Wong}
}
@article {jcgs2021,
	title = {Quasi-random sampling for multivariate distributions via generative neural networks},
	journal = {Journal of Computational and Graphical Statistics},
	volume = {30},
	number = {3},
	year = {2021},
	pages = {647{\textendash}670},
	url = {http://doi.org/10.1080/10618600.2020.1868302},
	author = {Hofert, Marius and Prasad, Avinash and Zhu, Mu}
}
@article {DL,
	title = {High-dimensional covariance matrix estimation using a low-rank and diagonal decomposition},
	journal = {Canadian Journal of Statistics},
	volume = {48},
	number = {2},
	year = {2020},
	pages = {308{\textendash}337},
	url = {http://doi.org/10.1002/cjs.11532},
	author = {Wu, Yilei and Qin, Yingli and Zhu, Mu}
}
@article {plos_one2019,
	title = {Compositional epistasis detection using a few prototype disease models},
	journal = {PLOS ONE},
	volume = {14},
	number = {3},
	year = {2019},
	pages = {e0213236},
	doi = {10.1371/journal.pone.0213236},
	url = {http://doi.org/10.1371/journal.pone.0213236},
	author = {Cheng, Lu and Zhu, Mu}
}
@conference {deepNoise,
	title = {On fitting complex models to noisy data},
	booktitle = {Proceedings of the International Conference on Statistics: Theory and Applications},
	year = {2019},
	pages = {34.1{\textendash}34.7},
	url = {http://doi.org/10.11159/icsta19.34},
	author = {Zhu, Mu}
}
@article {jmva2019,
	title = {A framework for measuring association of random vectors via collapsed random variables},
	journal = {Journal of Multivariate Analysis},
	volume = {172},
	year = {2019},
	pages = {5{\textendash}27},
	doi = {10.1016/j.jmva.2019.02.012},
	url = {http://doi.org/10.1016/j.jmva.2019.02.012},
	author = {Hofert, Marius and Oldford, R. W. and Prasad, Avinash and Zhu, Mu}
}
@article {sam2019,
	title = {Pruning variable selection ensembles},
	journal = {Statistical Analysis and Data Mining: The ASA Data Science Journal},
	volume = {12},
	number = {3},
	year = {2019},
	pages = {168{\textendash}184},
	doi = {10.1002/sam.11410},
	url = {http://doi.org/10.1002/sam.11410},
	author = {Zhang, Chunxia and Wu, Yilei and Zhu, Mu}
}
@article {sinica2019,
	title = {Quadratic discriminant analysis for high-dimensional data},
	journal = {Statistica Sinica},
	volume = {29},
	year = {2019},
	pages = {939{\textendash}960},
	doi = {10.5705/ss.202016.0034},
	url = {http://doi.org/10.5705/ss.202016.0034},
	author = {Wu, Yilei and Qin, Yingli and Zhu, Mu}
}
@article {annals_appl_stat2017,
	title = {A continuous-time stochastic block model for basketball networks},
	journal = {Annals of Applied Statistics},
	volume = {11},
	number = {2},
	year = {2017},
	pages = {553{\textendash}597},
	doi = {10.1214/16-AOAS993},
	url = {http://doi.org/10.1214/16-AOAS993},
	author = {Xin, Lu and Zhu, Mu and Chipman, Hugh A.}
}
@conference {conf2016,
	title = {Expanded alternating optimization for matrix factorization and penalized regression},
	booktitle = {Proceedings of the 22nd International Conference on Computational Statistics},
	year = {2016},
	pages = {217{\textendash}229},
	url = {http://www.compstat2016.org/docs/COMPSTAT2016_proceedings.pdf?20160807205859},
	author = {Murdoch, W. J. and Zhu, Mu}
}
@newspaperarticle {oped2016,
	title = {Tyranny in the name of science},
	journal = {Ottawa Citizen},
	volume = {September 8, 2016},
	year = {2016},
	pages = {A8},
	url = {http://ottawacitizen.com/opinion/columnists/zhu-lets-avoid-tyranny-over-data-collection},
	author = {Zhu, Mu}
}
@article {bmc2015,
	title = {Opinion versus practice regarding the use of rehabilitation services in home care: an investigation using machine learning algorithms},
	journal = {BMC Medical Informatics and Decision Making},
	volume = {15},
	number = {80},
	year = {2015},
	pages = {80},
	doi = {10.1186/s12911-015-0203-1},
	url = {http://doi.org/10.1186/s12911-015-0203-1},
	author = {Cheng, Lu and Zhu, Mu and Poss, Jeff W. and Hirdes, John P. and Glenny, Christine and Stolee, Paul}
}
@article {Rehab2015,
	title = {Rehabilitation therapies for older clients of the Ontario home care system: regional variation and client-level predictors of service provision},
	journal = {Disability and Rehabilitation},
	volume = {37},
	number = {7},
	year = {2015},
	pages = {625{\textendash}631},
	doi = {10.3109/09638288.2014.935494},
	url = {http://doi.org/10.3109/09638288.2014.935494},
	author = {Armstrong, Joshua J. and Hirdes, John P. and Zhu, Mu and Stolee, Paul}
}
@conference {acm2015,
	title = {A relationship between the average precision and the area under the ROC curve},
	booktitle = {Proceedings of the 2015 International Conference on The Theory of Information Retrieval},
	year = {2015},
	pages = {349{\textendash}352},
	doi = {10.1145/2808194.2809481},
	url = {http://doi.org/10.1145/2808194.2809481},
	author = {Su, Wanhua and Yuan, Yan and Zhu, Mu}
}
@article {prot_struct2015,
	title = {Sparse networks of directly coupled, polymorphic, and functional side chains in allosteric proteins},
	journal = {Proteins: Structure, Function, and Bioinformatics},
	volume = {83},
	number = {3},
	year = {2015},
	pages = {497{\textendash}516},
	doi = {10.1002/prot.24752},
	url = {http://doi.org/10.1002/prot.24752},
	author = {Soltan-Ghoraie, Laleh and Burkowski, Forbes and Zhu, Mu}
}
@article {fpubh2015,
	title = {Threshold-free measures for assessing the performance of medical screening tests},
	journal = {Frontiers in Public Health},
	volume = {3},
	number = {57},
	year = {2015},
	pages = {57},
	doi = {10.3389/fpubh.2015.00057},
	url = {http://doi.org/10.3389/fpubh.2015.00057},
	author = {Yuan, Yan and Su, Wanhua and Zhu, Mu}
}
@article {breast_cancer2015,
	title = {Tumor RNA disruption predicts survival benefit from breast cancer chemotherapy},
	journal = {Breast Cancer Research and Treatment},
	volume = {153},
	number = {1},
	year = {2015},
	pages = {135{\textendash}144},
	doi = {10.1007/s10549-015-3498-9},
	url = {http://doi.org/10.1007/s10549-015-3498-9},
	author = {Parissenti, Amadeo M. and Guo, Baoqing and Pritzker, Laura B. and Pritzker, Kenneth P. H. and Wang, Xiaohui and Zhu, Mu and Shepherd, Lois E. and Trudeau, Maureen E.}
}
@article {wires2015,
	title = {Use of majority votes in statistical learning},
	journal = {Wiley Interdisciplinary Reviews: Computational Statistics},
	volume = {7},
	number = {6},
	year = {2015},
	pages = {357{\textendash}371},
	doi = {10.1002/wics.1362},
	url = {http://doi.org/10.1002/wics.1362},
	author = {Zhu, Mu}
}
@article {bioinform2015,
	title = {Using kernelized partial canonical correlation analysis to study directly coupled side chains and allostery in small G proteins},
	journal = {Bioinformatics},
	volume = {31},
	number = {12},
	year = {2015},
	pages = {i124{\textendash}i132},
	doi = {10.1093/bioinformatics/btv241},
	url = {http://doi.org/10.1093/bioinformatics/btv241},
	author = {Soltan-Ghoraie, Laleh and Burkowski, Forbes and Zhu, Mu}
}
@inbook {ssc2014,
	title = {Making personalized recommendations in e-commerce},
	booktitle = {Statistics in Action: A Canadian Outlook},
	year = {2014},
	pages = {259{\textendash}268},
	publisher = {Chapman \& Hall},
	organization = {Chapman \& Hall},
	url = {http://ssc.ca/sites/default/files/data/Members/public/Publications/BookFiles/Book/259-268.pdf},
	author = {Zhu, Mu},
	editor = {J. F. Lawless}
}
@article {ieee2014,
	title = {Residue-specific side-chain polymorphisms via particle belief propagation},
	journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics},
	volume = {11},
	number = {1},
	year = {2014},
	pages = {33{\textendash}41},
	doi = {10.1109/TCBB.2013.130},
	url = {http://doi.org/10.1109/TCBB.2013.130},
	author = {Soltan-Ghoraie, Laleh and Burkowski, Forbes and Li, S. C. and Zhu, Mu}
}
@inbook {springer2014,
	title = {Using machine learning to plan rehabilitation for home care clients: Beyond \&quot;black-box\&quot; predictions},
	booktitle = {Machine Learning in Healthcare Informatics},
	year = {2014},
	pages = {181{\textendash}207},
	publisher = {Springer},
	organization = {Springer},
	doi = {10.1007/978-3-642-40017-9_9},
	url = {http://doi.org/10.1007/978-3-642-40017-9_9},
	author = {Zhu, Mu and Cheng, Lu and Armstrong, Joshua J. and Poss, Jeff W. and Hirdes, John P. and Stolee, Paul},
	editor = {S. Dua and U. R. Acharya and P. Dua}
}
@article {sam2013,
	title = {Content-boosted matrix factorization techniques for recommender systems},
	journal = {Statistical Analysis and Data Mining: The ASA Data Science Journal},
	volume = {6},
	number = {4},
	year = {2013},
	pages = {286{\textendash}301},
	doi = {10.1002/sam.11184},
	url = {http://doi.org/10.1002/sam.11184},
	author = {Nguyen, Jennifer and Zhu, Mu}
}
@article {minf2012,
	title = {Chemical descriptors are more important than learning algorithms for modelling},
	journal = {Molecular Informatics},
	volume = {31},
	number = {10},
	year = {2012},
	pages = {707{\textendash}710},
	doi = {10.1002/minf.201200031},
	url = {http://doi.org/10.1002/minf.201200031},
	author = {Young, S. S. and Yuan, Fei and Zhu, Mu}
}
@article {mathsci2012,
	title = {On individual neutrality and collective decision making},
	journal = {The Mathematical Scientist},
	volume = {37},
	year = {2012},
	pages = {141{\textendash}146},
	url = {http://www.appliedprobability.org/data/files/TMS\%20articles/37_2_8.pdf},
	author = {Zhu, Mu and Wang, Shangsi and Xin, Lu}
}
@article {archiveRehab2012,
	title = {K-means cluster analysis of rehabilitation service users in the home health care system of Ontario: Examining the heterogeneity of a complex geriatric population},
	journal = {Archives of Physical Medicine and Rehabilitation},
	volume = {93},
	number = {12},
	year = {2012},
	pages = {2198{\textendash}2205},
	doi = {10.1016/j.apmr.2012.05.026},
	url = {http://doi.org/10.1016/j.apmr.2012.05.026},
	author = {Armstrong, Joshua J. and Zhu, Mu and Hirdes, John P. and Stolee, Paul}
}
@article {jcgs2012,
	title = {Stochastic stepwise ensembles for variable selection},
	journal = {Journal of Computational and Graphical Statistics},
	volume = {21},
	number = {2},
	year = {2012},
	pages = {275{\textendash}294},
	doi = {10.1080/10618600.2012.679223},
	url = {http://doi.org/10.1080/10618600.2012.679223},
	author = {Xin, Lu and Zhu, Mu}
}
@conference {acm2011,
	title = {Content-boosted matrix factorization for recommender systems: Experiments with recipe recommendation},
	booktitle = {Proceedings of the 5th ACM Conference on Recommender Systems},
	year = {2011},
	pages = {261{\textendash}264},
	doi = {10.1145/2043932.2043979},
	url = {http://doi.org/10.1145/2043932.2043979},
	author = {Forbes, Peter and Zhu, Mu}
}
@article {interface2011,
	title = {Detection of rare items with TARGET},
	journal = {Statistics and Its Interface},
	volume = {4},
	year = {2011},
	pages = {11{\textendash}17},
	doi = {10.4310/SII.2011.v4.n1.a2},
	url = {http://doi.org/10.4310/SII.2011.v4.n1.a2},
	author = {Fan, Guangzhe and Zhu, Mu}
}
@article {jiss2011,
	title = {Pseudo-likelihood inference underestimates model uncertainty: Evidence from Bayesian nearest neighbours},
	journal = {Journal of the Iranian Statistical Society},
	volume = {10},
	number = {2},
	year = {2011},
	pages = {167{\textendash}180},
	url = {http://jirss.irstat.ir/article-1-162-en.html},
	author = {Su, Wanhua and Chipman, Hugh A. and Zhu, Mu}
}
@article {jscs2011,
	title = {Variable selection by ensembles for the Cox model},
	journal = {Journal of Statistical Computation and Simulation},
	volume = {81},
	number = {12},
	year = {2011},
	pages = {1983{\textendash}1992},
	doi = {10.1080/00949655.2010.511622},
	url = {http://doi.org/10.1080/00949655.2010.511622},
	author = {Zhu, Mu and Fan, Guangzhe}
}
@article {jasa_ltr2010,
	title = {Letter to the editor},
	journal = {Journal of the American Statistical Association},
	volume = {105},
	number = {490},
	year = {2010},
	pages = {880{\textendash}881},
	doi = {10.1198/jasa.2010.tm09295},
	url = {http://doi.org/10.1198/jasa.2010.tm09295},
	author = {Zhu, Mu and Hastie, Trevor J.}
}
@article {jcgs2010,
	title = {Partial generalized additive models: An information-theoretic approach for dealing with concurvity and selecting variables},
	journal = {Journal of Computational and Graphical Statistics},
	volume = {19},
	number = {3},
	year = {2010},
	pages = {531{\textendash}551},
	doi = {10.1198/jcgs.2010.07139},
	url = {http://doi.org/10.1198/jcgs.2010.07139},
	author = {Gu, Hong and Kenney, Toby and Zhu, Mu}
}
@magazinearticle {analytics2010,
	title = {Predictive analytics: Managing fundamental tradeoffs},
	journal = {Analytics},
	volume = {September-October, 2010},
	year = {2010},
	pages = {18{\textendash}21},
	url = {http://viewer.zmags.com/publication/b0fd98bd$\#$/b0fd98bd/19},
	author = {Zhu, Mu}
}
@conference {acm2010,
	title = {Two-stage approach for unbalanced classification with time-varying decision boundary: Application to marine container inspection},
	booktitle = {Proceedings of the ACM SIGKDD Workshop on Intelligence and Security Informatics},
	year = {2010},
	pages = {1:1{\textendash}1:5},
	doi = {10.1145/1938606.1938607},
	url = {http://doi.org/10.1145/1938606.1938607},
	author = {Hoshino, Richard and Oldford, R. W. and Zhu, Mu}
}
@magazinearticle {asa_compgrah2008_trilinear,
	title = {How to draw a trilinear plot?},
	journal = {ASA Statistical Computing and Graphics Newsletter},
	volume = {19},
	year = {2008},
	pages = {7{\textendash}9},
	url = {http://stat-computing.org/newsletter/issues/scgn-19-1.pdf},
	author = {Zhu, Mu}
}
@article {tas2008,
	title = {Kernels and ensembles: Perspectives on statistical learning},
	journal = {The American Statistician},
	volume = {62},
	number = {2},
	year = {2008},
	pages = {97{\textendash}109},
	doi = {10.1198/000313008X306367},
	url = {http://doi.org/10.1198/000313008X306367},
	author = {Zhu, Mu}
}
@article {nnet2008,
	title = {LAGO on the unit sphere},
	journal = {Neural Networks},
	volume = {21},
	number = {9},
	year = {2008},
	pages = {1220{\textendash}1223},
	doi = {10.1016/j.neunet.2008.08.002},
	url = {http://doi.org/10.1016/j.neunet.2008.08.002},
	author = {Laflamme-Sanders, Alexandra and Zhu, Mu}
}
@article {jce2007,
	title = {The K-nearest neighbor algorithm predicted rehabilitation potential better than current Clinical Assessment Protocol},
	journal = {Journal of Clinical Epidemiology},
	volume = {60},
	number = {10},
	year = {2007},
	pages = {1015{\textendash}1021},
	doi = {10.1016/j.jclinepi.2007.06.001},
	url = {http://doi.org/10.1016/j.jclinepi.2007.06.001},
	author = {Zhu, Mu and Chen, Wenhong and Hirdes, John P. and Stolee, Paul}
}
@article {bmc2007,
	title = {Using machine learning algorithms to guide rehabilitation planning for home care clients},
	journal = {BMC Medical Informatics and Decision Making},
	volume = {7},
	number = {41},
	year = {2007},
	pages = {41},
	doi = {10.1186/1472-6947-7-41},
	url = {http://doi.org/10.1186/1472-6947-7-41},
	author = {Zhu, Mu and Zhang, Zhanyang and Hirdes, John P. and Stolee, Paul}
}
@article {csda2006,
	title = {Automatic dimensionality selection from the scree plot via the use of profile likelihood},
	journal = {Computational Statistics \& Data Analysis},
	volume = {51},
	number = {2},
	year = {2006},
	pages = {918{\textendash}930},
	doi = {10.1016/j.csda.2005.09.010},
	url = {http://doi.org/10.1016/j.csda.2005.09.010},
	author = {Zhu, Mu and Ghodsi, Ali}
}
@article {techno2006_pga,
	title = {Darwinian evolution in parallel universes: A parallel genetic algorithm for variable selection},
	journal = {Technometrics},
	volume = {48},
	number = {4},
	year = {2006},
	pages = {491{\textendash}502},
	doi = {10.1198/004017006000000093},
	url = {http://doi.org/10.1198/004017006000000093},
	author = {Zhu, Mu and Chipman, Hugh A.}
}
@article {biometrika2006,
	title = {Discriminant analysis with common principal components},
	journal = {Biometrika},
	volume = {93},
	number = {4},
	year = {2006},
	pages = {1018{\textendash}1024},
	doi = {10.1093/biomet/93.4.1018},
	url = {http://doi.org/10.1093/biomet/93.4.1018},
	author = {Zhu, Mu}
}
@article {bmc2006,
	title = {A factor analysis model for functional genomics},
	journal = {BMC Bioinformatics},
	volume = {7},
	number = {216},
	year = {2006},
	pages = {216},
	doi = {10.1186/1471-2105-7-216},
	url = {http://doi.org/10.1186/1471-2105-7-216},
	author = {Kustra, Rafal and Shioda, Romy and Zhu, Mu}
}
@article {techno2006_lago,
	title = {LAGO: A computationally efficient approach for statistical detection},
	journal = {Technometrics},
	volume = {48},
	number = {2},
	year = {2006},
	pages = {193{\textendash}205},
	doi = {10.1198/004017005000000643},
	url = {http://doi.org/10.1198/004017005000000643},
	author = {Zhu, Mu and Su, Wanhua and Chipman, Hugh A.}
}
@article {ecol2005,
	title = {Constrained ordination analysis with flexible response functions},
	journal = {Ecological Modelling},
	volume = {187},
	number = {4},
	year = {2005},
	pages = {524{\textendash}536},
	doi = {10.1016/j.ecolmodel.2005.01.049},
	url = {http://doi.org/10.1016/j.ecolmodel.2005.01.049},
	author = {Zhu, Mu and Hastie, Trevor J. and Walther, Guenther}
}
@article {jse2004,
	title = {The counter-intuitive non-informative prior for the Bernoulli family},
	journal = {Journal of Statistics Education},
	volume = {12},
	number = {2},
	year = {2004},
	pages = {2},
	doi = {10.1080/10691898.2004.11910734},
	url = {http://doi.org/10.1080/10691898.2004.11910734},
	author = {Zhu, Mu and Lu, Arthur Y.}
}
@article {annals2004,
	title = {On the forward and backward algorithms of projection pursuit},
	journal = {Annals of Statistics},
	volume = {32},
	number = {1},
	year = {2004},
	pages = {233{\textendash}244},
	doi = {10.1214/aos/1079120135},
	url = {http://doi.org/10.1214/aos/1079120135},
	author = {Zhu, Mu}
}
@article {jcgs2003,
	title = {Feature extraction for nonparametric discriminant analysis},
	journal = {Journal of Computational and Graphical Statistics},
	volume = {12},
	number = {1},
	year = {2003},
	pages = {101{\textendash}120},
	doi = {10.1198/1061860031220},
	url = {http://doi.org/10.1198/1061860031220},
	author = {Zhu, Mu and Hastie, Trevor J.}
}
@article {discussion2001,
	title = {Discussion of \&quot;Dimension reduction and visualization in discriminant analysis\&quot; by Cook and Yin},
	journal = {Australian and New Zealand Journal of Statistics},
	volume = {43},
	number = {2},
	year = {2001},
	pages = {179{\textendash}185},
	author = {Hastie, Trevor J. and Zhu, Mu}
}
