NIPS
2001
14 years 29 days ago
2001
NIPS
2001
14 years 29 days ago
2001
NIPS
2001
14 years 29 days ago
2001
We propose a new particle filter that incorporates a model of costs when generating particles. The approach is motivated by the observation that the costs of accidentally not trac...
NIPS
2001
14 years 29 days ago
2001
In this paper we will show that a restricted class of constrained minimum divergence problems, named generalized inference problems, can be solved by approximating the KL divergen...
NIPS
2001
14 years 29 days ago
2001
We report a result of perturbation analysis on decoding error of the belief propagation decoder for Gallager codes. The analysis is based on information geometry, and it shows tha...
NIPS
2001
14 years 29 days ago
2001
To classify a large number of unlabeled examples we combine a limited number of labeled examples with a Markov random walk representation over the unlabeled examples. The random w...
NIPS
2001
14 years 29 days ago
2001
This paper proposes an approach to classification of adjacent segments of a time series as being either of classes. We use a hierarchical model that consists of a feature extract...
NIPS
2001
14 years 29 days ago
2001
Recent work has shown impressive transform-invariant modeling and clustering for sets of images of objects with similar appearance. We seek to expand these capabilities to sets of...
NIPS
2001
14 years 29 days ago
2001
This paper presents an unsupervised learning algorithm that can derive the probabilistic dependence structure of parts of an object (a moving human body in our examples) automatic...
NIPS
2001
14 years 29 days ago
2001
The Information bottleneck method is an unsupervised non-parametric data organization technique. Given a joint distribution