(Abstract) Compiling Bayesian networks (BNs) is one of the hot topics in the area of probabilistic modeling and processing. In this paper, we propose a new method of compiling BNs into multi-linear functions (MLFs) based on Zero-suppressed BDDs (ZBDDs), which are the graph-based representation of combinatorial item sets. Our method is different from the original approach of Darwiche et. al whic...

We give a compact expression for the number of factorizations of any permutation into a minimal number of transpositions of the form (1 i). Our result generalizes earlier work of Pak in which substantial restrictions were placed on the permutation being factored.

The improvement of medication techniques that causes the reduction of toxicity and enhancement of drug effectiveness enjoys a special significance. Hence, in this research, many attempts have been made to use factored-in carbon nanotube for measurement and determination of the dose of anti-anxiety disorder drugs in human body’s liquids. In the first place, in order to possess more active sites,...

In this survey, we briefly study Phrase-based, Factored and Hierarchical translation models. First we learn basics of Phrase-based model. Then we get introduced to an interesting SMT approach called Factored translation models. We also study mathematical modeling of the Factored models. Finally, we compare Factored models with Phrase-based models and know their disadvantages which are pulling t...