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...
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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...
UAI
2000
13 years 6 months ago
2000
Particle filters (PFs) are powerful samplingbased inference/learning algorithms for dynamic Bayesian networks (DBNs). They allow us to treat, in a principled way, any type of prob...
UAI
2000
13 years 6 months ago
2000
Monitoring plan preconditions can allow for replanning when a precondition fails, generally far in advance of the point in the plan where the precondition is relevant. However, mo...