25 search results - page 1 / 5 » Lossless Decomposition of Bayesian Networks |
69
Voted
FLAIRS
2007
14 years 12 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
14 years 8 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...
88
Voted
AAAI
2006
14 years 11 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...
66
Voted
FLAIRS
2001
14 years 11 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 ...
55
Voted
ECSQARU
2007
Springer
15 years 3 months ago
2007
Springer