Abstract. Today's manufacturing industry demands flexible and decentralized production control systems to avoid hours of down time of the production line in case of a failure ...
Intelligent agents must be able to handle the complexity and uncertainty of the real world. Logical AI has focused mainly on the former, and statistical AI on the latter. Markov l...
Pedro Domingos, Stanley Kok, Hoifung Poon, Matthew...
Since their invention in the 1980s, the logic density of FPGAs has increased exponentially with time. This increase of logic density first led to the development of synthesisable ...
Gildas Genest, Richard Chamberlain, Robin J. Bruce
We introduce a general formalism of production inference relations that posses both a standard monotonic semantics and a natural nonmonotonic semantics. The resulting nonmonotonic...
We present a novel message passing algorithm for approximating the MAP problem in graphical models. The algorithm is similar in structure to max-product but unlike max-product it ...