Solving a Challenging Probability Problem - Detailed Steps

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SUMMARY

The probability problem discussed involves calculating the chances of the total sum of 20 six-sided dice being equal to or greater than 100. The solution utilizes combinatorial methods and polynomial expansions to derive probabilities for sums from 100 to 120. Specifically, the probability of achieving a sum of 120 is calculated as (1/6)20, while the probability for sums like 119 and 118 involves combinations and similar fractions. Additionally, the Central Limit Theorem is applied to approximate the distribution of the sum, yielding a final probability of approximately 137,846,528,820 out of 3,656,158,440,062,976.

PREREQUISITES
  • Understanding of basic probability concepts
  • Familiarity with combinatorial mathematics (e.g., binomial coefficients)
  • Knowledge of polynomial expansion techniques
  • Basic statistics, particularly the Central Limit Theorem
NEXT STEPS
  • Study combinatorial probability and binomial coefficients
  • Learn about polynomial expansions and their applications in probability
  • Explore the Central Limit Theorem and its implications in probability distributions
  • Practice solving similar probability problems involving multiple dice
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Mathematicians, statistics students, educators, and anyone interested in advanced probability theory and combinatorial analysis.

Brad_Ad23
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Ok, a friend at another forum posted this challenging probability problem.

Mike throws 20 6-sided die on the table. He then adds up the results of all the dice, resulting in a number between 20 and 120. What are the chances the total number is equal to or greater than 100?

How, in detailed steps, would one go about solving this?[?]
 
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I'll be honest, I have no clue in hell... However by the sounds of the question I think this is better suited for the homework section. You sure it was your friend, and not a mathematics textbook that ponders the answer?
 
The "detailed steps" are long and tedious. I don't think you are paying us enough!

One way to get "above 100" is to get 120. To get that, all dice must land on 6. The probability of that is (1/6)20.
Another way is to get 119. To get that all dice except one must come up 6 and the one die must be 5. The probability of that is
20C1(1/6)20= 20(1/6)20.
Another way is to get 118. One way to get that is for all dice except one to come up 6 and that one die to come up 4. The probability of that is 20C1(1/6)20=
20(1/6)20. Another way to get 18 is for 18 of the dice to come up 6 and the other two to come up 5. The probability of that is
20C[/sub]2[/sub](1/6)2= 190(1/6)20.
Adding those gives a probability of 210(1/6)20 of getting 118.

Now continue like that down to 101. Believe me, they get really messy really fast!
 
I found another way. If one takes the polynomial

(x+x2+x3+x4+x5+x6) and raises it to the power of however many dice there are, the coefficient of the sum you wish to get will be the numerator in the probability.

So if we want to know the probability of getting the sum of 120, we look for the coefficient of x120 when that is all factored out. It turns out to be 1. So then we divide by 620 and we have the probability. Do find the probability of a sum 100 or higher, simply sum up the coefficients and then divide it by 620. It seems to work out pretty good!
 
What about using the Central Limit theorem?

X(1) = The outcome from dice number 1, it can be 1,2...6

We want Y = X(1)+X(2)+... X(20). This should be approximately normal in distributoin. Mean = 20 *3.5, variance = 20*2.92.

We want P(Y>100)

Sam
 
The odds are:

\frac{137 846 528 820}{3 656 158 440 062 976}
 
So, the method I posted works.
 
Originally posted by Brad_Ad23
So, the method I posted works.

Yes.

In this case it simplifies out to
2d choose d

It's also easy to spot a pattern if you work your way up throug varying numbers of dice.
 
Last edited:

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