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the achievements of many real world applications demonstrates that hidden Markov models(HMMs) Are strong in one dimensional pattern recognition problems such as speech recognition. Research is now focussed on extending HMMs to 2 D and possibly 3 D computer applications which arise in gesture, start, And handwriting detection and understanding. Although the HMM has become a major workhorse of the pattern recognition community, within the inland northwest analytical results which can explain its remarkably good pattern recognition performance.

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