Combination of Mutually Exclusive and Independent events

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SUMMARY

This discussion focuses on calculating the probability of at least one of three events A, B, and C occurring, given that A and B are independent, B and C are mutually exclusive, and A and C are also independent. The probabilities provided are P(A) = 0.3, P(B) = 0.4, and P(C) = 0.3. The correct probability of at least one event occurring is confirmed to be 0.79, derived using the principle of inclusion/exclusion and the complement rule. The discussion clarifies that while B and C are mutually exclusive, this does not invalidate the use of the inclusion/exclusion principle.

PREREQUISITES
  • Understanding of probability theory, specifically independent and mutually exclusive events.
  • Familiarity with the principle of inclusion/exclusion in probability.
  • Knowledge of basic probability calculations, including union and intersection of events.
  • Ability to interpret and manipulate probability equations.
NEXT STEPS
  • Study the principle of inclusion/exclusion in greater detail.
  • Practice calculating probabilities involving independent and mutually exclusive events.
  • Explore advanced probability concepts such as conditional probability and Bayes' theorem.
  • Review Venn diagrams and their applications in visualizing probability problems.
USEFUL FOR

This discussion is beneficial for students preparing for exams in probability theory, educators teaching probability concepts, and anyone seeking to deepen their understanding of event relationships in probability.

lveenis
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Homework Statement


This isn't actually a homework question, I'm reviewing for a midterm I have coming up this week and came across this question in some of the practice exercises that were provided.

Let A,B,C be three events. Suppose that A and B are independent, B and C are mutually exclusive, and that A and C are also independent. Given that P(A)=0.3, P(B)=0.4, P(C)=0.3 find the probability that at least one of the three events occur.


Homework Equations


For independent events / non-mutually exclusive P(A union B) = P(A) + P(B) - P(A intersect B)
P(A intersect B) = P(A)P(B)
for mutually exclusive events P(A union B) = P(A) + P(B)


The Attempt at a Solution



I know the correct answer is 0.79 (solutions provided) but I'm having trouble understanding how to approach the combination of independent / mutually exclusive events.

Is it easier to count the complement? ie:the event that none of the 3 occurs and subtract it from 1?

If I sum the probabilities of A and B and the probability of A AND C I get 0.79.
ie: 0.3 + 0.4 + 0.3(0.4), but is this the correct method?

Thank you in advance if you can help me understand this!
 
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lveenis said:

Homework Statement


This isn't actually a homework question, I'm reviewing for a midterm I have coming up this week and came across this question in some of the practice exercises that were provided.

Let A,B,C be three events. Suppose that A and B are independent, B and C are mutually exclusive, and that A and C are also independent. Given that P(A)=0.3, P(B)=0.4, P(C)=0.3 find the probability that at least one of the three events occur.


Homework Equations


For independent events / non-mutually exclusive P(A union B) = P(A) + P(B) - P(A intersect B)
P(A intersect B) = P(A)P(B)
for mutually exclusive events P(A union B) = P(A) + P(B)


The Attempt at a Solution



I know the correct answer is 0.79 (solutions provided) but I'm having trouble understanding how to approach the combination of independent / mutually exclusive events.

Is it easier to count the complement? ie:the event that none of the 3 occurs and subtract it from 1?

If I sum the probabilities of A and B and the probability of A AND C I get 0.79.
ie: 0.3 + 0.4 + 0.3(0.4), but is this the correct method?

Thank you in advance if you can help me understand this!

Have you not seen the principle of inclusion/exclusion? For A and B it says P(A or B) = P(A) + P(B) - P(AB), where I am using AB to stand for "A and B". Do you see why it has to hold? Draw a Venn diagram to convince yourself, but the basic idea is that P(AB) is part of both P(A) and P(B), so when we add these two we are counting P(AB) twice. Therefore, we need to subtract it once in order to not double-count. The principle generalizes to any number of events. In particular, P(A or B or C) = P(A) + P(B) + P(C) - P(AB) - P(AC) - P(BC) + P(ABC).

RGV
 
Hi RGV,

Thanks for the help!
For some reason I had myself convinced that because B and C are mutually exclusive this property wouldn't hold. I see now that it just means P(BC)=0 and P(ABC)=0 since B and C can never happen simultaneously.

Again thank you, this helped a lot

Luuk V.
 

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