Probability Syntax: Types 1, 2 & 3 Defects

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SUMMARY

This discussion focuses on calculating probabilities related to three types of defects in a system, denoted as A[1], A[2], and A[3]. The probabilities provided are P(A[1]) = 0.12, P(A[2]) = 0.07, and P(A[3]) = 0.05, with additional union and intersection probabilities specified. The correct probabilities for the questions posed are determined, with the probability of having both type 1 and type 2 defects calculated as P(A[1] ∩ A[2]) = 0.07, and the probability of having both type 1 and type 2 defects but not type 3 calculated as 0.06. The discussion clarifies the relationship between these events and the calculations involved.

PREREQUISITES
  • Understanding of basic probability concepts, including union and intersection of events.
  • Familiarity with probability notation such as P(A), P(A ∩ B), and P(A ∪ B).
  • Knowledge of how to apply the principle of inclusion-exclusion in probability.
  • Ability to manipulate and solve equations involving probabilities.
NEXT STEPS
  • Study the principle of inclusion-exclusion in probability theory.
  • Learn about conditional probability and its applications in defect analysis.
  • Explore advanced probability distributions and their relevance to system defects.
  • Investigate real-world applications of probability in quality control and reliability engineering.
USEFUL FOR

Statisticians, data analysts, quality assurance professionals, and anyone involved in reliability engineering or defect analysis will benefit from this discussion.

SwaGGeReR
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A certain system can experience three different types of defects. Let A (i=1,2,3) denote the event that the system has a defect of type i. Suppose that

P(A[1]) =.12
P(A[2])=.07
P(A[3])=.05
P(A[1] union A[2])=.13
P(A[1] union A[3])=.14
P(A[2] union A[3])=.10
P(A[1] intersects A[2] intersects A[3])=.01

1.what is the prob that the system does not have a type one defect?

2.what is the prob that the system has both type 1 and type 2 defects?

3. What is the prob that the system has both type 1 and type 2 defects but not a type 3 defect?

4.What is the prob that the system has at most two of these defects?


I know #1 is .88 and #4 is .99, but I am having difficulty understanding #2 and #3.

For #2: What is the probability that the system has both type 1 and type 2 defects, could that also include a system with ALL the defects (type 1, type 2, AND type 3 defects)? If so, I calculate the probability to be .07:

==>P(A int B) + P(A int B int C)
==>.12 + .07 - .13 + .01
==>.07

If so, then then the probability of #3 is .06.

Let me know if this is right or wrong.
 
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SwaGGeReR said:
For #2: What is the probability that the system has both type 1 and type 2 defects, could that also include a system with ALL the defects (type 1, type 2, AND type 3 defects)?
Yes. The event A_1 \cap A_2 has the event A_1 \cap A_2 \cap A_3 as a subset.

If so, I calculate the probability to be .07:

==>P(A int B) + P(A int B int C)
==>.12 + .07 - .13 + .01
==>.07

By what you said above, you don't have to add the probability of (A int B in C) to the probability of A int B. The probability of A int B already accounts for the probability of A int B int C.

Also, I don't know how you calculated P(A int B).

Use the equation P(A_1 \cup A_2) = P(A_1) + P(A_2) - P(A_1 \cap A_2) and solve it for P(A_1 \cap A_2).
 

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