Interface between design of experiments and machine learning
Model and analysis of high-dimensional data
Covariance matrix estimation and its applications
Statistical methods to Nanotechnology
Statistical modeling with applications in financial services
Publications and Reports
Deng, X., Yuan, M. and Sudjianto A. (2007), A Note on Robust
Kernel Principal Component Analysis, Contemporary
Mathematics, 433, 21-33.pdf
Deng, X., Joseph, V. R., Sudjianto A. and Wu, C. F. J. (2009),
Active Learning via Sequential Design with Applications to
Detection of Money Laundering, Journal of the
American Statistical Association, 104(487), 969-981.pdf
Deng, X., and Yuan, M. (2009), Large Gaussian Covariance
Matrix Estimation with Markov Structure, Journal of Computational and Graphical Statistics, 18(3), 640-657.pdf
Deng, X., Joseph V. R., Mai, W., Wang, Z. L. and Wu, C. F. J. (2009), A Statistical Approach to Quantifying the Elastic
Deformation of Nanomaterials, Proceedings of the National Academy of Sciences, 106(29), 11845-11850.pdf
Mai, W., and Deng, X. (2010). Applications of Statistical Quantification Techniques in Nanomechanics and Nanoelectronics,
Nanotechnology, 21(40), 405704.pdf
Shao, J., Wang, Y., Deng, X., and Wang, S. (2010). Sparse Linear Discriminant Analysis by Thresholding for High Dimensional Data,
Annals of Statistics, to appear.pdf
Shao, J., and Deng, X. (2010). Estimation in High-Dimensional Linear Models with Deterministic Covariates,
submitted to Annals of Statistics.
Deng, X., and Qian, P. Z. G. (2010). Sliced Cross-validation for Efficient Estimation of the Error Rate of a Classification Rule,
submitted to Technometrics.
Deng, X., Lin, C. D., and Qian, P. Z. G. (2010). Designs for the Lasso,
submitted to Technometrics.
Deng X., and Tsui, K. W. (2010). Penalized Covariance Matrix Estimation using a Matrix-Logarithm Transformation,
submitted to Journal of Computational and Graphical Statistics.
In Preparation
Deng, X., and Yuan, M. (2010), Factor Logit-Models with a Large Number of Categories, in preparation.
Deng, X., and Yuan, M. (2010). Sparse Linear Discriminant Analysis for Multi-categorical Classification, in preparation.
Teaching
Stat 301: Introduction to Statistical Methods, Fall 2009, Spring 2010, Fall 2010
