Browsing Theses (Electrical Engineering and Computer Science) by Author "D'Ambrosio, Bruce D."

Now showing items 1-2 of 2

Complexity of probabilistic inference in belief nets--an experimental study

Li, Zhaoyu (1990-11-16)

There are three families of exact methods used for probabilistic inference in belief nets. It is necessary to compare them and analyze the advantages and the disadvantages of each algorithm, and know the time cost of m ...
Logic sampling, likelihood weighting and AIS-BN : an exploration of importance sampling

Wang, Haiou (2001-06-21)

Logic Sampling, Likelihood Weighting and AIS-BN are three variants of stochastic sampling, one class of approximate inference for Bayesian networks. We summarize the ideas underlying each algorithm and the relationship ...