Jack buys a jacket for Jill. Jill wears the cloth and expresses her emotion about the...
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Jack buys a jacket for Jill. Jill wears the cloth and expresses her emotion about the jacket by the either "frowning" or "smiling". Assume an Artificial Intelligence system detects Jill's expressions as observation and uses it in the Hidden Morkov Model to generate the natural language labels of the scenario. Two sample outputs look like: "Happy Jill", "Sad Jill" etc., For the above scenario, use the following transition, initial probability model & observation probability models to answer the below question. If Jill's reaction in two consecutive expression detections are Smiling →Smiling, Compute the observation likelihood using forward propagation. Show the trellis as illustrated in the prescribed text book. Next state Happy Sad Transition model Happy Sad 0.3 0.6 0.7 0.4 From Start Happy Sad state to → Initial Probability 0.4 0.6 state → Happy Sad frowning smiling Above depicts the Observations 0.2 0.8 0.5 0.5 Jack buys a jacket for Jill. Jill wears the cloth and expresses her emotion about the jacket by the either "frowning" or "smiling". Assume an Artificial Intelligence system detects Jill's expressions as observation and uses it in the Hidden Morkov Model to generate the natural language labels of the scenario. Two sample outputs look like: "Happy Jill", "Sad Jill" etc., For the above scenario, use the following transition, initial probability model & observation probability models to answer the below question. If Jill's reaction in two consecutive expression detections are Smiling →Smiling, Compute the observation likelihood using forward propagation. Show the trellis as illustrated in the prescribed text book. Next state Happy Sad Transition model Happy Sad 0.3 0.6 0.7 0.4 From Start Happy Sad state to → Initial Probability 0.4 0.6 state → Happy Sad frowning smiling Above depicts the Observations 0.2 0.8 0.5 0.5
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1 Initialize the forward probabilities tHappy Initial probability of being in the Happy state Observation probability of smiling in the Happy state tSad Initial probability of being in the Sad state O... View the full answer
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