25 search results - page 1 / 5 » Lossless Decomposition of Bayesian Networks |
FLAIRS
2007
13 years 7 months ago
2007
In this paper, we study the problem of information preservation when decomposing a single Bayesian network into a set of smaller Bayesian networks. We present a method that lossle...
DCC
2010
IEEE
13 years 3 months ago
2010
IEEE
This work proposes a novel practical and general-purpose lossless compression algorithm named Neural Markovian Predictive Compression (NMPC), based on a novel combination of Bayesi...
AAAI
2006
13 years 6 months ago
2006
The ability to update the structure of a Bayesian network when new data becomes available is crucial for building adaptive systems. Recent work by Sang, Beame, and Kautz (AAAI 200...
FLAIRS
2001
13 years 6 months ago
2001
A maximal prime subgraph decomposition junction tree (MPD-JT) is a useful computational structure that facilitates lazy propagation in Bayesian networks (BNs). A graphical method ...
ECSQARU
2007
Springer
13 years 11 months ago
2007
Springer