Research Overview

I develop quantitative tools for summarizing and understanding high-dimensional genomic data.

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Specific Methodologic Projects

• Extracting low-dimensional predictors from high-dimensional data.
• Dealing with dependence in high-dimensional data analysis.
• Quantifying noise in high-dimensional data.

Specific Applied Projects

• Reproducibility in clinical genomics.
• Batch effects in microarray and sequencing data.
• Predictive and prognostic genomic biomarkers for cancer.