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Most probable path using Viterbi algorithm

by Gautam Shenoy

 

04 Sep 2009

The script provided decodes a set of observations to find the corresponding hidden states of a hmm.

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The submission considers a case where you deduce what weather it is given the status of a shirt that is hung outside. The weather could be Sunny, cloudy, Rainy and the shirt could be dry, dryish, damp etc. Now given some probability matrices (The initial probability of the weather, the transition probability of the weather and the observation given weather matrices), can the chain of weather be deduced?

The Viterbi algorithm is used to decode the states. So my submission does that job. The example may be changed to incorporate a variety of problems that can be modelled by HMM(Hidden Markov Models).

MATLAB release MATLAB 7.4 (R2007a)
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Tag Applied By Date/Time
communications Gautam Shenoy 04 Sep 2009 11:43:49
hidden markov model Gautam Shenoy 04 Sep 2009 11:43:49
viterbi algorithm Gautam Shenoy 04 Sep 2009 11:43:49
most probable path Gautam Shenoy 04 Sep 2009 11:43:49
hmm Gautam Shenoy 04 Sep 2009 11:43:49
hmm yasmin begum 01 Oct 2009 02:52:07
most probable path yasmin begum 01 Oct 2009 02:52:12
hidden markov model yasmin begum 01 Oct 2009 02:52:22
viterbi algorithm yasmin begum 01 Oct 2009 02:56:49

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