Foundations of Data Science

Probabilistic modeling of big tables and sequences

Friday, October 23, 2015 - 9:00am to 10:00am
United States

Abstract: High-dimensional discrete data are collected in many application areas, but have seen limited consideration in the literature. We focus in particular on two related problems: (i) high-dimensional categorical data that can be orga-nized as a many way contingency table; and (ii) sequential categorical data having a complex dependence structure. The first problem arises in numerous applications ranging from survey research in social sciences and epidemiology to genomics and marketing.

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