Research Papers

Selective publications:
Luo, W., Li, B. and Yin, X. (2013). On efficient dimension reduction with respect to a statistical functional of interest. (Accepted by Annals of Statistics)
Xue, Y., and Yin, X. (2013). Sufficient dimension folding for regression mean function. (Accepted by Journal of Computational and Graphical Statistics)
Sheng, W. and Yin, X. (2013). Direction estimation in single-index models via distance covariance. Journal of Multivariate Analysis, 122, 148-161.
Hilafu, H. and Yin, X. (2013). Sufficient Dimension Reduction in Multivariate Regressions with Categorical Predictors. Computational Statistics and Data Analysis, 63, 139-147.
Yin, X. and Li, B. (2011). Sufficient dimension reduction  based on an ensemble of minimum average variance estimators.  Annals of Statistics, 39 (6), 3392-3416.
Iaci, R. Sriram, T. N. and Yin, X. (2010). Multivariate association and dimension reduction: A Generalization of Canonical Correlation Analysis. Biometrics, 66, 1107--1118.
Park, J. Sriram, T. N. and Yin, X. (2010). Dimension reduction in time series.  Statistica Sinica,  20, 747-770.
Park, J. Sriram, T. N. and Yin, X. (2009). Central mean subspace in time series. Journal of Computational and Graphical Statistics , 18, 717-730.
Iaci, R. Yin, X. Sriram, T. N. and Klingenberg, C. P. (2008). An informational measure of association and dimension reduction for multiple sets and groups with applications in morphometrics analysis. Journal of American Statistical Association, 103, 1166-1176.
Yin, X., Li, B. and Cook, R. D. (2008). Successive direction extraction for estimating the central subspace in a Multiple-index regression. Journal of Multivariate Analysis, 99, 1733--1757.
Li, L. and Yin, X. (2008). Sliced inverse regression with regulations. Biometrics, 64, 124--131.
Li, B and Yin, X. (2007). On surrogate dimension reduction for measurement error regression: An invariance law. The Annals of Statistics, 35, 2143-2172.
Yin, X. and Cook, R. D. (2005). Direction estimation in single-index regressions. Biometrika, 92, 371--384.
Yin, X. and Cook, R. D. (2003). Estimating Central Subspace Via Inverse Third Moment. Biometrika, 90,113-125.
Yin, X. and Cook, R. D. (2002). Dimension Reduction for the Conditional k-th Moment in Regression. Journal of the Royal Statistical Society B, 64, Part 2, 159-175.
Cook, R. D. and Yin, X. (2001). Dimension reduction and visualization in discriminant analysis (with discussion), Australian & New Zealand Journal of Statistics Vol. 43, No. 2, 147-199.