In: Statistics and Probability
The data in the table represents the breakdown of semiconductor wafers by lot and whether they conform to a thickness specification. If one wafer is selected at random,
Lots | Conforms to specifications | Does not conform to specifications | Totals |
A | 88 | 12 | |
B | 171 | 29 | |
C | 254 | 46 | |
Totals |
Table with totals included
Lots | Conforms to specifications | Does not conform to specifications | Totals |
A | 88 | 12 | 88+12=100 |
B | 171 | 29 | 171+29=200 |
C | 254 | 46 | 254+46=300 |
Totals | 88+171+254=513 | 12+29+46=87 | 600 |
If a wafer is selected at random,
a. what is the probability that the wafer conforms to specifications?
Probability that the wafer conforms to specifications
=Total Number of wafers conforms to specifications/Total number of wafers = 513/600 = 0.855
Probability that the wafer conforms to specifications = 513/600 = 0.855
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b. what is the probability that the wafer is from Lot A and conforms to specifications
Probability that the wafer is from Lot A and conforms to specifications
=Total Number of wafers from Lot A and conforms to specifications (Cell value under : row: A and column : Conforms to specifications )/Total number of wafers = 88/600 = 0.1467
Probability that the wafer is from Lot A and conforms to specifications = 88/600 = 0.1467
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c. what is the probability that the wafer is from Lot A or conforms to specifications?
A : Event of a randomly selected wafer is from Lot A
B : Event of a randomly selected wafer conforms to specifications
probability that the wafer is from Lot A or conforms to specifications = P(A or B) = P(A)+P(B)-P(A and B)
From a. Probability that the wafer conforms to specifications = P(B) = 513/600
Probability that the wafer is from Lot A = Total number of wafers from Lot A / Total number of Wafers : P(A) = 100/600
From b. Probability that the wafer is from Lot A and conforms to specifications =P(A and B) = 88/600
P(A or B) = P(A)+P(B)-P(A and B) = 100/600 + 513/600 - 88/600 = 525/600=0.875
probability that the wafer is from Lot A or conforms to specifications = 525/600=0.875
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d. what is the probability that the wafer conforms to specifications, given the wafer is from Lot A?
Probability that the wafer conforms to specifications, given the wafer is from Lot A = P(B|A)
By Multiplication theorem,
P(A and B) = P(A)P(B|A)
P(B|A) = P(A and B)/P(A)
From b. Probability that the wafer is from Lot A and conforms to specifications =P(A and B) = 88/600
Probability that the wafer is from Lot A = Total number of wafers from Lot A / Total number of Wafers : P(A) = 100/600
P(B|A) = P(A and B)/P(A) = (88/600) / (100/600) = 88/100 = 0.88
Probability that the wafer conforms to specifications, given the wafer is from Lot A = 0.88
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e. Are the events "From lot A" and "Conforms to specifications" independent
A : Event of a randomly selected wafer is from Lot A
B : Event of a randomly selected wafer conforms to specifications
i.e are Event A and Event B independent;
As,
From a. Probability that the wafer conforms to specifications = P(B) = 513/600
From d. Probability that the wafer conforms to specifications, given the wafer is from Lot A = P(B|A) = 88/100
As P(B) P(B|A) ; A and B are not independent.
events "From Lot A" and "Conforms to specifications" are not independent