Statistical Machine Learning for Structured and High Dimensional Data

Abstract : Research under this grant was carried out in the general area of nonparametric statistical modeling of high dimensional and structured data. The project made a number of advances in methodology and supporting theory for estimating high dimensional regression functions, classification functions, graphical models, and probability densities. Advances were also made on the new research area of resource-constrained statistical estimation.