Sayan Mukherjee

Multiclass cancer diagnosis using tumor gene expression signatures

The optimal treatment of patients with cancer depends on establishing accurate diagnoses by using a complex combination of clinical and histopathological data. In some instances...

Support Vector Machine Classification of Microarray Data

The Problem: Use the learning from examples paradigm to make class predictions and infer genes involved in these predictions from DNA microarray expression data. Specifically, w...

Fast Principal-Component Analysis Reveals Convergent Evolution of ADH1B in Europe and East Asia

Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles

Although genomewide RNA expression analysis has become a routine tool in biomedical research, extracting biological insight from such information remains a major challenge. Here...