University of Newcastle upon Tyne
School of Mathematics and Statistics
Statistics Seminars 2005-2006
25 November 2005, L401, 2:15pm
Dr Jim Griffin, University of Warwick
Bayesian Nonparametric Inference in Time Series
Abstract
Bayesian nonparametric methods have
generally been applied to data which are assumed to be independent and
identically distributed (i.i.d.) from an unknown distribution. Applications have
appeared in many areas including meta-analysis, econometric modelling and
density estimation. This talk will discuss nonparametric priors when the i.i.d.
assumption is not valid, either through modelling of the transition kernel of a
Markov chain or through evolving (nonparametric) distributions. The ideas will
be illustrated by applications to data.
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