In: Statistics and Probability
Object E is dependent on Objects A and B.
P(A works) = 0.90
P(A fails) = 0.10
P(B works) = 0.90
P(B fails) = 0.10
If Object A works, then Probability of Object E working is 0.6
If Object A fails, then Probability of Object E working is 0.2
If Object B works, then Probability of Object E working is 0.6
If Object B fails, then Probability of Object E working is 0.2
What is the Probability of Object E working?
Solution:-
We have given that,
Define events
A: Object "A" works. Therefore , P(A) = 0.90
A' : Object "A" fails. Therefore,. P(A') = 0.10
B : object"B" works. Therefore, P(B) = 0.90
B' : object "B" fails. Therefore, P(B') = 0.10
E : object "E" works
E' : object "E" fails
And also conditional probability are
If Object A works, then Probability of Object E working is 0.6
That is,. P(E given A) = P(E | A) =0.6
If Object A fails, then Probability of Object E working is 0.2
That is,. P(E given A') = P(E | A') = 0.2
If Object B works, then Probability of Object E working is 0.6
That is,. P(E given B) = P(E | B) = 0.6
And
If Object B fails, then Probability of Object E working is 0.2
That is,. P(E given B') = P(E | B' ) = 0.2
Now,
Question) What is the Probability of Object E working?
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By law of total probability theorems
Therefore,
P(E) = P(E | A)*P(A) + P(E | A')*P(A')
P(E) = 0.6*0.90 + 0.2* 0.10
P(E) = 0.54 + 0.02
OR
By using object B
P(E) = P(E | B)*P(B) + P(E | B')*P(B')
P(E) = 0.6*0.90 + 0.2* 0.10
P(E) = 0.54 + 0.02
Result:-
Probability of Object "E" is working = 0.56