UAI
2000
13 years 6 months ago
2000
In this paper we address the problem of learning the structure of a Bayesian network in domains with continuous variables. This task requires a procedure for comparing different c...
UAI
2000
13 years 6 months ago
2000
In many domains, we are interested in analyzing the structure of the underlying distribution, e.g., whether one variable is a direct parent of the other. Bayesian model selection a...
UAI
2000
13 years 6 months ago
2000
UAI
2000
13 years 6 months ago
2000
The K-Means and EM algorithms are popular in clustering and mixture modeling due to their simplicity and ease of implementation. However, they have several significant limitations...
UAI
2000
13 years 6 months ago
2000
We show that, given data from a mixture of
UAI
2000
13 years 6 months ago
2000
Recent theoretical work has identified random projection as a promising dimensionality reduction technique for learning mixtures of Gaussians. Here we summarize these results and ...
UAI
2000
13 years 6 months ago
2000
UAI
2000
13 years 6 months ago
2000
UAI
2000
13 years 6 months ago
2000
A simple advertising strategy that can be used to help increase sales of a product is to mail out special o ers to selected potential customers. Because there is a cost associated...
UAI
2000
13 years 6 months ago
2000
Decision theory does not traditionally include uncertainty over utility functions. We argue that the a person's utility value for a given outcome can be treated as we treat o...