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.