# The probability that two or more of six events occur with known chances

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• benorin
In summary, the probability of two or more of the given events occurring together is 1 minus the product of (1 minus each individual probability) minus the sum of each individual probability times the product of (1 minus the other probabilities). This equation assumes that the events are independent.
benorin
Homework Helper
TL;DR Summary
I have six events with known probabilities ##p_1, ..., p_6##. Find the probability of two or more of these events occurring together? I can't think of a clever way to calculate this without using the problematic "or" is addition rule, but using that rule I get the required probability is

P(2 or more events) ##= 1-\prod_{k=1}^{6}\left( 1-p_{k}\right) - \sum_{j=1}^{6}p_{j} \prod_{l\neq j}^{6}\left( 1-p_{l}\right)##

I believe the equation you are showing is the best there is.

The stated equation is probably going to be OP's preferred approach.

Alternative ways to get the same answer are discussed at some length here:
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note: what I've said assumes the events are independent... nothing in the original post explicitly mentioned independence or dependencies though it was implied by the stated formula

StoneTemplePython said:
note: what I've said assumes the events are independent... nothing in the original post explicitly mentioned independence or dependencies though it was implied by the stated formula

Correct, the events are independent. Thank you. I just wanted to avoid using the “or” rule because sometimes it leads to bad results (e.g. probabilities greater than 1).

benorin said:
Correct, the events are independent. Thank you. I just wanted to avoid using the “or” rule because sometimes it leads to bad results (e.g. probabilities greater than 1).

so this is really the other item of interest for dependencies -- mutual exlcusivity. When you toss 6 coins you either have 0, 1, 2, 3, 4,5, or 6 instances of 'heads'. That's a partition of the sample space -- i.e. mutually exclusive events that cover the entire sample space. Denote ##A_k## being the event of ##k## heads after tossing all 6 coins

with
##A = A_2 \cup A_3 \cup A_4 \cup A_5 \cup A6##
you want ##P(A)## but you know ##P(A) + P(A^C) = 1##
so your original post correctly calculates
##P\big(A\big)= 1 - P\big(A^C\big) = 1 - P\big(A_0 \cup A_1\big) = 1 - \big\{ P\big(A_0\big) + P\big(A_1\big) \big\}##
where we can safely apply the 'or' rule here because the probability of union of mutually exclusive events is equal to the sum of those probabilities. Again because you cannot have both 0 out of 6 coins be heads and 1 out of 6 coins be heads on a given trial -- they are mutually exclusive events.

Last edited:
benorin said:
Correct, the events are independent. Thank you. I just wanted to avoid using the “or” rule because sometimes it leads to bad results (e.g. probabilities greater than 1).
The equation you provided will give you the correct answer - and, as long as each probability is from 0 to 1, the result will also be 0 to 1.

## 1. What is the formula for calculating the probability of two or more events occurring?

The formula for calculating the probability of two or more events occurring is P(A or B) = P(A) + P(B) - P(A and B), where P(A) and P(B) represent the individual probabilities of each event and P(A and B) represents the probability of both events occurring together.

## 2. How do you determine the known chances for each event?

The known chances for each event can be determined through experimentation, historical data, or mathematical calculations based on the nature of the event.

## 3. Can the probability of two or more events occurring ever be greater than 1?

No, the probability of two or more events occurring can never be greater than 1. This would indicate that the events are certain to occur, which is not possible.

## 4. How does the number of events and their individual probabilities affect the overall probability of two or more events occurring?

The more events there are, the lower the overall probability of two or more events occurring. Additionally, the lower the individual probabilities of each event, the lower the overall probability of two or more events occurring.

## 5. Can the probability of two or more events occurring be used to predict the outcome of a specific event?

No, the probability of two or more events occurring only provides a likelihood or chance of those events happening together. It cannot be used to predict the outcome of a specific event.

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