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A Printing Machine Problem (Posted on 2006-07-19) |
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A printing machine, capable of only printing the 10 digits, prints the right digit 12% of the time. Whenever the machine prints erroneously, all wrong possibilities are equally likely.
If a random key is pressed twice and a same digit comes out both times, what is the probability that it was the correct one?
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Submitted by K Sengupta
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Rating: 4.0000 (2 votes)
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Solution:
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(Hide)
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The required probability is 0.1434
EXPLANATION:
Let us define the following events.
Ai: Digit Li is printed both the times.
Bi: The key Li is pushed; when i=1,2, ......10.
Ei: Letter Li is printed; whenever i=1, 2,
, 10.
In terms of provisions of the problem, the events Bi, for i =1, 2,
10, are mutually exclusive and exhaustive since Bi would imply that a particular key when pushed would generate the letter Li.Further, by conditions of the problem, event Bis are equally likely. Consequently, we obtain:
P(Union(Bi); i=1 to 10 ) = 1 (Since the Events Bis are exhaustive)
Or, Sum(P(Bi); i= 1 to 10) = 1 (Since the events Bis are mutually exclusive)
Or, 10*P(Bi)=1 (Since the events Bis are equally likely)
Or, P(Bi)= 1/10, for i=1,2,
, 10.
Now, P(Ei|Bi)= P( A given letter is printed correctly) = 0.12 (given), for i = 1,2,
..,10
and, P(Ei|Bj) = P (A given letter is printed incorrectly)= 1 0.12 = 0.88, for all i not equal to j
Let us take WLOG that L1 denote the random key mentioned in the problem.
Then, P(B1|A)
= P( Key L1 was pushed when L1 is printed twice)
By Bayes rule, we obtain:
P(Bi|A)
= (P(Bk)*P(A|B))/(Sum(P(Bi)*P(A|Bi); i = 1 to 10)
= (P(B1)*P(A|B1))/(P(B1)*P(A|B1)+ Sum(P(Bi)*P(A|Bi); i = 2 to 10) -----------------(#)
P(A|B1)= 0.12 * 0.12 = 0.0144.
And, P(A|Bj)
= P(Letter L1 is printed both the times key Lj is pushed ; for all j =2,3,
,10)
= ((1 0.12)/9)^2
= 9.5607*10^(-3)
Accordingly, P(B1/A)
= .00144 + (10* 0.1 * (0.88/9)^2)
= 0.1434.
Consequently, the required probability = 0.1434
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