Question: This question is related to Hidden Markov Model, Please help me to solve out the question as below. Thank you! Consider an ergodic 4-state Hidden

This question is related to Hidden Markov Model, Please help me to solve out the question as below. Thank you!

This question is related to Hidden Markov Model, Please help me to

Consider an ergodic 4-state Hidden Markov Model (HMM) dened over a discrete set of ve symbols, with tran- sition matrix A, emission matrix B and initial state vector 1r, dened as: 0.1 0.3 0.3 0.3 0.7 0.1 0.1 0.1 A: 0.25 0.25 0.25 0.25 0.1 0.4 0.4 0.1 0.6 0.1 0.1 0.1 0.1 B_ 0.1 0.6 0.1 0.1 0.1 0.2 0.2 0.2 0.2 0.2 0 0 0 0.5 0.5 =[025 0.25 0.25 0.25] In the transition matrix, columns indicate previous state, and rows indicate current state. For instance, a transition from state 2 to state 3 has probability of 0.1. (a) What is the probability p(Q) of the state sequence Q = [1234]? (b) What is the probability p(Q,O) of the combined state and observation sequence Q : [1234] and O : [5321]? What is the probability for the same state sequence but observation sequence 0 = [5324]? (c) What is the average duration in each of the model states

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