Method for determining a most likely sequence of states

Image analysis – Pattern recognition – Classification

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382229, G06K 900

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056152868

ABSTRACT:
The number of calculations to determine the most likely path is reduced by eliminating a number of paths that are impossible to provide an optimal result. How to eliminate these non-optimal paths, thus greatly reducing the number of calculations performed by a signal processor. The determination of the probability score of the best path to state s at time t may be found as follows. First, transition probabilities to state s are sorted in order of descending probability. Second, the k highest probability scores at time t-1 are identified. Third, the highest transition probability associated with the k highest probability scores at t-1 is identified and designated maxrank. Fourth, the k highest probability scores at t-1 are multiplied with their associated transition probabilities with the highest product being designated maxvalue. Fifth, all transition probabilities higher than maxrank are multiplied with their associated probability scores at t-1. If the product of one of these multiplications is greater than the current maxvalue, this product becomes the new maxvalue. The final maxvalue is multiplied by an observation probability to determine a most likely path sequence to state s at time-1. K is chosen to be .sqroot.N, where N is the total number of possible states.

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