Basic intersection/union probabilities.

In summary, the overall probability of success in the given diagram is calculated by multiplying the probabilities of each path and taking into account the overlapping paths. However, care must be taken not to overestimate the probability of success on parallel paths. The correct calculation is given by P(B∪D)=P(B)+P(D)−P(B∩D), resulting in an overall probability of success of 0.8185 or rounded to 0.82 as stated in the book.
  • #1
caffeine
Probability self-study question (please see attached png for diagram).

In the following diagram, A, C, and F have a 50% chance for success. B, D, and E have a 70% chance for success. What is the overall probability for success?

Here's what I've done:

[tex]
A \cap \left[ C \cup \left( E \cap \left[ B \cup D \right] \right) \right] \cap F
[/tex]

plugging numbers,

[tex]
.5 \times \left[ .5 + \left( .7 \times \left[ .7 + .7 \right] \right) \right] \times .5
[/tex]

My calculator says .37. The book says .20. Where did I go wrong?
 

Attachments

  • diagram.png
    diagram.png
    814 bytes · Views: 446
Physics news on Phys.org
  • #2
ACF = 0.5 0.5 0.5 = 0.125
ABEF = 0.5 0.7 0.7 0.5 = 0.25 0.49 = 0.1225
ADEF = ABEF = 0.1225

Sum = 0.37
 
  • #3
EnumaElish said:
ACF = 0.5 0.5 0.5 = 0.125
ABEF = 0.5 0.7 0.7 0.5 = 0.25 0.49 = 0.1225
ADEF = ABEF = 0.1225

Sum = 0.37

So you're implicitly saying the book's answer is wrong?
 
  • #4
Do a quick sanity check on your work. Look at the diagram. The probability of success is P(A)*P(success on path from A to F)*P(F). Since P(success on path from A to F) <= 1, P(success) <= P(A)*P(F) = 0.25. Your answer (0.37) cannot be correct.

What you have done wrong is to not take into account (for example) B and D both succeeding.
 
  • #5
For the book to be correct you need P(success between A and F) = 0.8.
 
  • #6
EnumaElish said:
For the book to be correct you need P(success between A and F) = 0.8.
It is, more-or-less. The exact value is 0.8185, making the end-to-end probability of success 0.204625. The book or the original poster must rounded that to two significant digits.
I gave a hint on how to get to the correct probability: make sure not to exaggerate success on parallel paths. To see why this must be the case, consider the first half of the upper path between A and F: the parallel branch B and/or D. It is incorrect to compute the probability of B and/or D being successful just by adding the probabilities. (Sanity check again: these sum to 1.4, which is not a valid probability). In set theoretic terms, the correct calculation is
[tex]
\begin{align*}
P(B \cup D) &= P(B) + P(D) - P(B \cap D) \\
&= P(B) + P(D) - P(B)*P(D) \\
&= 0.91
\end{align*}
[/tex]
 

1. What is the difference between intersection and union probabilities?

Intersection probability refers to the likelihood of two events occurring together, while union probability refers to the likelihood of at least one of two events occurring. In other words, intersection probability asks "what is the chance that both A and B will happen?" while union probability asks "what is the chance that either A or B (or both) will happen?"

2. How do you calculate intersection and union probabilities?

To calculate intersection probability, you multiply the individual probabilities of each event. For example, if the probability of event A is 0.5 and the probability of event B is 0.3, the intersection probability would be 0.5 x 0.3 = 0.15. To calculate union probability, you add the individual probabilities and then subtract the intersection probability. Using the example above, the union probability would be (0.5 + 0.3) - 0.15 = 0.65.

3. What is the formula for calculating basic intersection and union probabilities?

The formula for calculating intersection probability is P(A ∩ B) = P(A) x P(B). The formula for calculating union probability is P(A ∪ B) = P(A) + P(B) - P(A ∩ B).

4. How do you represent intersection and union probabilities on a Venn diagram?

Intersection probability is represented by the overlapping area between two circles on a Venn diagram. The size of this area is proportional to the intersection probability. Union probability is represented by the entire area within the two circles on the Venn diagram, including the overlapping area.

5. Can intersection and union probabilities be greater than 1?

No, intersection and union probabilities cannot be greater than 1. This is because probabilities represent the likelihood of an event occurring, and cannot be larger than the total possibility of all events occurring (which is 1 or 100%). If you get a result greater than 1 when calculating probabilities, it is likely that you made a mistake in your calculations.

Similar threads

  • Calculus and Beyond Homework Help
Replies
9
Views
1K
  • Calculus and Beyond Homework Help
Replies
6
Views
3K
  • Calculus and Beyond Homework Help
Replies
11
Views
1K
  • Calculus and Beyond Homework Help
Replies
2
Views
934
  • Calculus and Beyond Homework Help
Replies
2
Views
363
  • Calculus and Beyond Homework Help
Replies
14
Views
632
  • Calculus and Beyond Homework Help
Replies
8
Views
975
  • Calculus and Beyond Homework Help
Replies
16
Views
1K
  • Calculus and Beyond Homework Help
Replies
2
Views
2K
  • Calculus and Beyond Homework Help
Replies
2
Views
685
Back
Top