Three airlines serve a Srinagar. Airline ‘Amira’ has 50% of all the scheduled flights, airline ‘Biyas’ has 30%, and airline ‘chinar’ has the remaining 20%. Their on-time rates are 80%, 65%, and 40%, respectively.
Part 1) Draw the Probability tree diagram. (Note: You may use any software for this, like MS paint, MS office, etc.)
Part 2) A plane has just left on time. What is the probability that it was airline ‘Amira’?
To calculate the probability that it was airline A, we consider the following information as interpreted from the probability tree diagram.
Event A represents that scheduled flights for Airline A.
Event B represents that scheduled flights for Airline B.
The event C represents that scheduled flights for Airline C.
The event E represents that flight left in on time.
The prior probabilities are:
P(A)=0.50
P(B)=0.30
P(C)=0.20
The posterior probabilities are:
P(E|A)=0.80
P(E|B)=0.65
P(E|C)=0.40
We have to find the probability that it was airline A if the plane has just left on time.
That is, we have to find P(A|E)
Substituting the prior and likelihood (posterior) probabilities into the Bayes’s Law formula, then it yields
"P(A|E) = \\frac{P(E|A) \\times P(A)}{P(E|A) \\times P(A) + P(E|B) \\times P(B) + P(E|C) \\times P(C)} \\\\\n\n= \\frac{0.80 \\times 0.50}{0.80 \\times 0.50 + 0.65 \\times 0.30 + 0.40 \\times 0.20} \\\\\n\n= \\frac{0.4}{0.675} \\\\\n\n= 0.59259"
Therefore, the probability that it was airline A if the plane has just left on time is 0.593.
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