Online estimation and modelling of i.i.d. data for short
sequences over large or complex ''alphabets'' is a ubiquitous
(sub)problem in machine learning, information theory, data
compression, statistical language processing, and document
analysis. The Dirichlet-Multinomial distribution (also called
Polya urn scheme) and extensions thereof are widely applied for
online i.i.d....[Show more]
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