Nonparametric methods and applications
Organizer: Xiangrong Yin, Ph.D., University of Georgia, USA (xryin@stat.uga.edu)
Chair:Li-Ping Zhu, East China Normal University (zhulp1@yahoo.com.cn)
Description:This session consists of four talks on development of current nonparametric methods in different statistical areas. Two papers present nonparametric methods in dimension reduction for high-dimensional data analysis, while the other two discuss nonparametric testing methods for varying coefficient random effects mixed models, and multivariate ibservations in one-way layout including high-dimensional data, respectively. All of the research demonstrates the corresponding methods with interesting data sets.
Speakers:
- Score Type Tests for Variance Components in Varying Coefficient Mixed Models. Lixing Zhu, Hong Kong Baptist University, lzhu@hkbu.edu.hk
- A Constructive Approach to the Estimation of Dimension Reduction Directions. Yingcun Xia, National University of Singapore, staxyc@nus.edu.sg
- Nonparametric Analysis of Multivariate Data. Arne Bathke, University of Kentucky, arne@ms.uky.edu
- Sliced inverse regression with regularization. Xiangrong Yin, University of Georgia, xryin@stat.uga.edu
Joint work with Zaixing Li, Yuedong Wang, Ping Wu, and Wangli Xu