236 search results - page 13 / 48 » Unifying Logical and Probabilistic Reasoning |
JCST
2010
14 years 4 months ago
2010
Abstract We define a notion of context that represents invariant, stable-over-time behavior in an environment and we propose an algorithm for detecting context changes in a stream ...
NMR
2004
Springer
15 years 3 months ago
2004
Springer
Current literature offers a number of different approaches to what could generally be called “probabilistic logic programming”. These are usually based on Horn clauses. Here, ...
ILP
2005
Springer
15 years 3 months ago
2005
Springer
Abstract. Logical Bayesian Networks (LBNs) have recently been introduced as another language for knowledge based model construction of Bayesian networks, besides existing languages...
118
click to vote
AAAI
1996
14 years 11 months ago
1996
First-order probabilistic logic is a powerful knowledge representation language. Unfortunately, deductive reasoning based on the standard semantics for this logic does not support...
COLING
2008
14 years 11 months ago
2008
We propose a new integrated approach based on Markov logic networks (MLNs), an effective combination of probabilistic graphical models and firstorder logic for statistical relatio...