43 search results - page 3 / 9 » Bayesian Nonparametric Inference of Switching Dynamic Linear... |
TSP
2008
13 years 4 months ago
2008
CSDA
2007
13 years 4 months ago
2007
This article proposes a Bayesian infinite mixture model for the estimation of the conditional density of an ergodic time series. A nonparametric prior on the conditional density ...
ICML
2009
IEEE
14 years 5 months ago
2009
IEEE
We propose a nonparametric extension to the factor analysis problem using a beta process prior. This beta process factor analysis (BPFA) model allows for a dataset to be decompose...
CACM
2011
12 years 11 months ago
2011
We propose an unbounded-depth, hierarchical, Bayesian nonparametric model for discrete sequence data. This model can be estimated from a single training sequence, yet shares stati...
VLSID
2005
IEEE
14 years 5 months ago
2005
IEEE
We propose a novel, non-simulative, probabilistic model for switching activity in sequential circuits, capturing both spatio-temporal correlations at internal nodes and higher ord...