Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

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!

image text in transcribed
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

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Linear Algebra and Its Applications

Authors: David C. Lay

4th edition

321791541, 978-0321388834, 978-0321791542

More Books

Students also viewed these Mathematics questions