School of Humanities and Sciences
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Mary V. Sunseri Professor and Professor of Mathematics
Current Research and Scholarly InterestsResearch Interests:
Anne T. and Robert M. Bass Professor in the School of Humanities and Sciences
BioDavid Donoho is a mathematician who has made fundamental contributions to theoretical and computational statistics, as well as to signal processing and harmonic analysis. His algorithms have contributed significantly to our understanding of the maximum entropy principle, of the structure of robust procedures, and of sparse data description.
My theoretical research interests have focused on the mathematics of statistical inference and on theoretical questions arising in applying harmonic analysis to various applied problems. My applied research interests have ranged from data visualization to various problems in scientific signal processing, image processing, and inverse problems.
Assistant Professor of Statistics and of Electrical Engineering
Current Research and Scholarly InterestsMy research interests span statistics, machine learning, computation, and optimization. Modern techniques for data gathering have yielded extraordinary mass and diversity of data. Yet the amount of data is no panacea; it is challenging to identify the best ways to analyze and make inferences from information we collect. How can we balance multiple criteria--such as computation, communication, or privacy--while maintaining statistical performance?