Research
I am working with Prof. Micheal Zhu on high-dimensional data analysis. My research interests include statistical methodology for analyzing high-dimensional data, data visualization and statistical modeling for machine learning tasks. The application areas of my research include public health, business analytics and finance. I am also concurrently working with Prof. Lingsong Zhang on parallelizing Singular Value Decomposition (SVD).
Presentations
- Functional Singular Value Decomposition for Big Data
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Kernel Dimension Reduction in Regression (paper reading)
- Characteristic Kernels (notes)
- Dimension Reduction using Sigma Algebra (paper reading)
Publication
- [1] Pan Chao, Q Huang, M Zhu, Optimal Kernel Group Transformation for Exploratory Regression Analysis and Graphics, KDD 2015
- [2] Pan Chao, M Zhu, Group Additive Structure Identification for Kernel Nonparametric Regression, NIPS 2017