Probability sum of 4 dice rolling greater than

Click For Summary

Homework Help Overview

The discussion revolves around calculating the probability of the sum of four independent dice rolls being 20 or more. Participants explore various methods to approach this probability problem, which falls under the subject area of probability theory.

Discussion Character

  • Exploratory, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • One participant outlines a method of organizing possible outcomes based on the sums of the dice, while questioning the completeness of their approach. Another participant suggests the necessity of identifying all possibilities for achieving a score of 20 or more. There is mention of using arrangements and combinations to calculate probabilities, as well as a reference to generating functions for a more systematic approach.

Discussion Status

Some participants have provided helpful insights and alternative methods for calculating the probability, including the use of generating functions and combinatorial reasoning. There is acknowledgment of the correctness of one participant's answer, but no explicit consensus on the best method has been reached.

Contextual Notes

Participants note the complexity of counting arrangements and the potential for missing terms in their calculations. There is also mention of using computer algebra systems to assist in determining probabilities, indicating a reliance on technology for verification.

Aaron7
Messages
12
Reaction score
0

Homework Statement


What is the probability of 4 independent dice summing to 20 or more?


Homework Equations


N/A


The Attempt at a Solution


I am not too sure how to approach this in an exam.
I have attempted to do it this way but it would be easy to miss out a term:

(I have put together numbers so that a number to the right is less than the number to its left.)

6666
6665 6664 6663 6662
6655 6654 6653
6644
6555 6554
5555

Then working out the combinations for each one:
eg. 6664 => 4C1
or 6654 => 6 first then 3C2 ways, 5 first then 3! way, 4 first then 3 ways => 12 ways
(not too sure if best method to do above calculation)

To get p + 4p + 4p +... + p = 70p where p = 1/64 = 1/1296
so I get the answer to be 35/648.

Is this correct and is there a better method/thought process for when I am in an exam?

Many thanks.
 
Physics news on Phys.org
I think you probably do need to identify all the possibilities for achieving a score of 20 or more, so that step is tricky but necessary.

Arrangements of a group size ##n## with ##n_a## repeats of element ##a##, ##n_b## repeats of element ##b##, etc:
$$\frac{n!}{n_a! n_b! n_c! ...}$$

so there are ##\frac{4!}{2!1!1!} = \frac{24}{2} = 12## arrangements of 6654, for example.
 
Code:
>> x = ones(1,6)/6

x =

   0.166666666666667   0.166666666666667   0.166666666666667   0.166666666666667   0.166666666666667   0.166666666666667

>> fourSum = conv(x,conv(x,conv(x,x)))

fourSum =

  Columns 1 through 6

   0.000771604938272   0.003086419753086   0.007716049382716   0.015432098765432   0.027006172839506   0.043209876543210

  Columns 7 through 12

   0.061728395061728   0.080246913580247   0.096450617283951   0.108024691358025   0.112654320987654   0.108024691358025

  Columns 13 through 18

   0.096450617283951   0.080246913580247   0.061728395061728   0.043209876543210   0.027006172839506   0.015432098765432

  Columns 19 through 21

   0.007716049382716   0.003086419753086   0.000771604938272

>> sum(fourSum((20-3):end))

ans =

   0.054012345679012

>> 35/648

ans =

   0.054012345679012
I can at least confirm you got the right answer.
 
Thanks for both of your help.
 
Aaron7 said:

Homework Statement


What is the probability of 4 independent dice summing to 20 or more?

Homework Equations


N/A

The Attempt at a Solution


I am not too sure how to approach this in an exam.
I have attempted to do it this way but it would be easy to miss out a term:

(I have put together numbers so that a number to the right is less than the number to its left.)

6666
6665 6664 6663 6662
6655 6654 6653
6644
6555 6554
5555

Then working out the combinations for each one:
eg. 6664 => 4C1
or 6654 => 6 first then 3C2 ways, 5 first then 3! way, 4 first then 3 ways => 12 ways
(not too sure if best method to do above calculation)

To get p + 4p + 4p +... + p = 70p where p = 1/64 = 1/1296
so I get the answer to be 35/648.

Is this correct and is there a better method/thought process for when I am in an exam?

Many thanks.

Homework Statement


Homework Equations


The Attempt at a Solution


In this problem the counting is a bit easier if we start by assuming each die gives 6 minus the number of 'holes', where each die has holes = 0,1,2,3,4,5 and these are independent and equally likely. Thus, we start at 24 (0 holes), then go to 23 (1 hole distributed among 4 dice), then 22 (2 holes distributed among 4 dice), etc, down to 20 (4 holes distributed among 4 dice).

Alternatively, we can consider the mgf M(z) = (1/6^4) * (z+z^2+z^3+z^4+z^5+z^6)^4 = (1/6^4)*z^4(1-z^6)^4/(1-z)^4. When we expand this as sum_{k=4..inf} c[k]*z^k we have c[k] = Pr{total = k}. Using a computer algebra system we can determine c[k] for k = 20,...,24 and sum them up. Again, though, it is easier to consider 'holes' instead of 'spots' and to get the mgf of the number of holes, then sum the results for k = 0 to k = 4 holes.

RGV
 
Last edited:

Similar threads

  • · Replies 6 ·
Replies
6
Views
6K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 11 ·
Replies
11
Views
4K
  • · Replies 1 ·
Replies
1
Views
6K
Replies
2
Views
3K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
Replies
1
Views
2K
Replies
4
Views
5K
  • · Replies 13 ·
Replies
13
Views
7K