師資
研究領(lǐng)域
充分降維
變量選擇
高維統(tǒng)計分析
復(fù)雜數(shù)據(jù)分析
工作經(jīng)歷
2019.08-至今? ? ? 南方科技大學(xué) 統(tǒng)計與數(shù)據(jù)科學(xué)系 副教授
2019.01-2019.08 南方科技大學(xué) 數(shù)學(xué)系 副教授
2011.07-2019.01?新加坡國立大學(xué)?統(tǒng)計與應(yīng)用概率系?助理教授
2010.08-2011.06?美國雪城大學(xué)?數(shù)學(xué)系?助理教授
教育背景
2005-2010? ? ?明尼蘇達大學(xué)雙子城分校統(tǒng)計學(xué)博士,,導(dǎo)師: R. Dennis Cook
2001-2003? ? ?新加坡國立大學(xué)統(tǒng)計與應(yīng)用概率論碩士
1994-1999? ? ?南開大學(xué)數(shù)學(xué)學(xué)士
代表著作:
- Deng, L., Zou, C., Wang Z. and?Chen X.?(To appear) “Testing Constancy of Conditional Variance in High Dimension."?Statistica Sinica
- Zhang, J. and?Chen, X.?(To appear) “Principal Envelope Model",?Journal of Statistical Planning and Inference.
- Chen X., Ma. X and Zhou W. (To appear) “Kernel Density Regression."?Journal of Statistical Planning and Inference.
- Zhang J. and?Chen X.?(2019) “Robust suffcient dimension reduction via ball covariance."?Computational Statistics & Data Analysis?140, 144-154.
- Chen, X., Sheng, W., and Yin, X. (2018). “Effcient Sparse Estimate of Suffcient Dimension Reduction in High Dimension."?Technometrics?60, 161-168.
- Chen, X., Ma, X., Wang, X. and Zhang, J. (2017). Effcient Feature Screening for Ultrahigh-dimensional Varying Coeffcient Models.?Statistics and Its Interface, 10, 407-412.
- Wen, C., Zhu, S.,?Chen, X.?and Wang, X. (2017). Adaptive Model-free Sure Independence Screening.?Statistics and Its Interface, 10, 399-406.
- Ma, X.,?Chen, X.?and Zhang, J. (2016). Fast Robust Feature Screening for Ultrahigh-dimensional Varying Coeffcient Models.?Journal of Statistical Computation and Simulation, 87, 724-732.
- Su, Z., Zhu, G.,?Chen, X.?and Yang, Y. (2016). Sparse Envelope Model: Effcient Estimation and Response Variable Selection in Multivariate Linear Regression.?Biometrika, 103, 579-593.
- Chen, X., Cook, R. and Zou, C. (2015). Diagnostic studies in suffcient dimension reduction.?Biometrika, 102, 545-558.
- Chen, X.?and Zhu L. (2015). Connecting continuum regression with suffcient dimension reduction.?Statistics & Probability Letters, 98, 44-49.
- Zou, C. and?Chen, X.?(2012). On the consistency of coordinate-independent sparse estimation with BIC.?Journal of Multivariate Analysis, 112, 248-255.
- Chen, X., Zou, C. and Cook, R. (2010). Coordinate-Independent Sparse Suffcient Dimension Reduction and Variable Selection.?The Annals of Statistics, 38, 3696-3723.
- Chen, X.?and Cook, R. (2010). Some Insights into Continuum Regression and its Asymptotic Properties.?Biometrika, 97, 985-989.
- Prince, A.,?Chen, X.?and Lun, K. C. (2005) Containing Acute Disease Outbreak.?Methods of Information in Medicine, 44, 603-608.