Lisha Chen's Home Page
Assistant
Professor
Department of Statistics
Yale University
24 Hillhouse Avenue
New Haven, CT 06511
(203) 432-5785
lisha.chen@yale.edu
Curriculum vitae
Teaching
- Fall 2013, Data Analysis, Syllabus,
(also offered in Fall
06, 07, 08, 11, 12)
- Spring 2013, Introductory Statistics.
- Spring 2013, Data Mining and Machine Learning, (also
offered in Spring 07, 08, 09, 11, 12).
- Unsupervised Learning: Dimension Reduction and Clustering Analysis, Spring 09- Syllabus
Research Interests
- Data Mining and Statistical Learning
- Dimension Reduction and Data Visualization
- Multidimensional Scaling
- Variable Selection
- Multiple Response Regression
- Imbalance Learning
Publication
and Manuscripts
o Chen, L. and Huang, J. Z., Sparse Reduced-Rank Regression with Covariance Estimation, 2013, Sparse Reduced-Rank Regression with Covariance Estimation, submitted.
o Chen, L., 2013, A Model-Free Variable Selection Procedure for Survival Data, under revision.
o Chen, L., Dou, W. W., and Qiao, Z., “Ensemble Subsampling for Imbalanced Multivariate Two-Sample Tests”, 2013, Journal of American Statistical Association, to appear. paper
o
Tang, S., Chen, L.*, Tsui, K-W, Doksum,
K., “Nonparametric Variable Selection in Classification: CATCH Algorithm,
2014, Computational
Statistics
& Data Analysis, Vol 72, pg.
158-175. *joint first author and correspondence author, paper.
o Chen, L. and Buja, A. "Stress Functions for Nonlinear Dimension Reduction, Proximity Analysis, and Graph Drawing ", 2013, Journal of Machine Learning Research, Vol. 14, pg. 1145-1173, paper.
o Chen, L. and Huang, J.Z., “Sparse Reduced-Rank Regression for Simultaneous Dimension Reduction and Variable Selection”, 2012, Journal of American Statistical Association, Vol. 107, No. 500; pg. 1533-1545, paper.
o
Chawarska, K., Campbell, D., Chen, L., Shic,
F., Klin, A., Chang, J., Early Generalized Overgrowth in Boys with Autism, Archives of General Psychiatry. 2011;68(10):1021-1031
o
Chen, L. and Buja,
A. "Local Multidimensional Scaling for Nonlinear Dimension Reduction,
Graph Drawing and Proximity Analysis", 2009, the Journal of American Statistical Association, Vol. 104, No. 485;
pg. 209, paper, supplemental materials.
o
Buja,
A., Swayne, D., Littman, M., Dean, N., Hofmann, H. and Chen, L. "Data Visualization with Multidimensional
Scaling", 2008, the Journal of
Computational and Graphical Statistics, Vol. 17, Iss.
2; pg. 444 [.pdf]
In
Preparation
o Ye, S. and Chen, L. Multivariate Regression with Block-structured Predictors.
o Chawarska, K., Ye, S., and Chen, L., Latent Structure Analysis of Spontaneous Attention to Complex Social Scenes in Toddlers with Autism.
o Chen, L., Campbell, D., and Chang, J., Multidimensional Fused Lasso for Classification with Application to Autism Study Using Eye-tracking Data.
Links
Writing
- Efficient Writing in Mathematical
Statistics by Steve Marron (posted with
author's permission)