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Previous algorithms, for example the Kalman filter, have been limited in the range of probability distributions they represent. We have developed a new algorithm, the Condensation algorithm (Conditional Density Propagation) which allows quite general representations of probability.
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http://www.robots.ox.ac.uk/~misard/condensation.html