Associate Dean for the Faculty and Research
Division of Computing, Data Science, and Society
- Professor Department of Statistics
- Professor Division of Biostatistics
- Member Center for Computational Biology
- Faculty Affiliate Berkeley Institute for Data Science
Sandrine Dudoit is a Professor of Biostatistics and Statistics. Her work is motivated by statistical inference questions arising in biological and medical research. Recent projects include the development of statistical methods and software for discovering novel cell types and for the study of stem cell differentiation using single-cell transcriptome sequencing (RNA-Seq).
- PhD – Statistics, UC Berkeley, 1999
- MS – Mathematics, Carleton University, Ottawa, 1994
- BS – Mathematics, Carleton University, Ottawa, 1992
Data science
Statistical machine learning
Exploratory data analysis
High-dimensional inference
Loss-based inference with cross-validation, e.g., classification, regression and model selection
Cluster analysis/Unsupervised learning
Statistical computing
Design and analysis of high-throughput gene expression experiments
- PH C240C-D/STAT C245C-D: Computational Statistics with Applications in Biology and Medicine I and II
