Hidden markov models, Operation Management

Assignment Help:

Hidden Markov Models:

We discussed an example of determining the most probable state path with the Viterbi algorithm. We also discussed in the class how to calculate the marginal probability of a sequences being generated by a given HMM model with the Forward algorithm, which is very similar to the Viterbi algorithm. In this question you are asked to calculate both, the most probable path as well as the marginal probability of observing the sequence "ILDE", for the model defined below.  Please show your work of state path matrix (Cell values as well as trace-back for Viterbi)

The model and parameters are defined as following

a. The model has two possible states: transmembrane state (TM) and non-transmembrane state (NT)

b.The state transition matrix A:

 

St+1

TM

NT

 

St

TM

0.8

0.2

NT

0.2

0.8

c.  The emission matrix E:

 

 

 

Amino Acids

L

I

E

D

 

State

TM

0.45

0.45

0.05

0.05

NT

0.05

0.05

0.45

0.45

Assume that transition from start state to TM or NT has equal chance 0.5.


Related Discussions:- Hidden markov models

Describe a metaheuristic of your choosing to your grandma, Because of the c...

Because of the complexity of scheduling problems, we discussed that met heuristics are a common approach to solving scheduling problems in practice. a. Create a visual graphic

Explain malcolm baldrige national quality award, "Malcolm Baldrige National...

"Malcolm Baldrige National Quality Award" Please respond to the following Discuss the standout features of the companies approaches to managing operations. Discuss the attribute

Explain tuxedo ordering system for a local school system, You are on a proj...

You are on a project team that has been assigned a tuxedo ordering system for a local school system your question here

Green supply chain management, what is the meaning of green sipply ...

what is the meaning of green sipply chain managent and is it applied in production process

Project, want help in mba project writing.what will be the price

want help in mba project writing.what will be the price

Major challenges in relation to organizational behavior, Question 1: (a...

Question 1: (a) What does Organisational Behaviour mean to you? Use your own words to explain the concept. (b) Describe carefully the major challenges organizations are fa

Describe ways of improving decision making process, Question 1: (a) Exp...

Question 1: (a) Explain the specific steps you would take to ensure that an individual has the appropriate abilities to satisfactorily do a given job. (b) Explain  the four

Explain why are suppliers hesitant about jit purchasing, briefly explain ve...

briefly explain vendor relations in lean systems- a. Why are they important? b. how are they different from adversarial relations of the past? c. why are suppliers hesitan

Compute the probability that the unit will not last weeks, I am falling beh...

I am falling behind in my homework and need some help please. There are three short questions: 1) A computer has three main modules that have individual reliabilities of 0.77, 0.87

What seasonal relatives would explain this situation, The manager of a fash...

The manager of a fashionable restaurant open Wednesday through Saturday says that the restaurant does about 31 percent of its business on Friday night, 26 percent on Saturday night

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd