I have developed algorithms for the extraction of signals embedded in potentially incomplete multivariate time series and predicting extreme climate events through non-parametric statistical techniques.
Key words:
Principal Component Analysis, Linear Dimensionality Reduction, Quantile Regression, Optimization, Covariance/Graph Estimation, Machine Learning, Hypothesis Testing.