369 search results - page 28 / 74 » Learning Message-Passing Inference Machines for Structured P... |
103
Voted
ALT
2004
Springer
15 years 9 months ago
2004
Springer
We consider a two-layer network algorithm. The first layer consists of an uncountable number of linear units. Each linear unit is an LMS algorithm whose inputs are first “kerne...
136
Voted
ICML
2005
IEEE
16 years 1 months ago
2005
IEEE
The use of Bayesian networks for classification problems has received significant recent attention. Although computationally efficient, the standard maximum likelihood learning me...
114
Voted
ICML
2009
IEEE
16 years 1 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...
127
click to vote
ICML
2008
IEEE
16 years 1 months ago
2008
IEEE
Hidden Markov models assume that observations in time series data stem from some hidden process that can be compactly represented as a Markov chain. We generalize this model by as...
91
Voted
ICML
2010
IEEE
15 years 1 months ago
2010
IEEE
We present a novel approach for structure prediction that addresses the difficulty of obtaining labeled structures for training. We observe that structured output problems often h...