Probability sum of 4 dice rolling greater than

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The discussion focuses on calculating the probability of rolling a sum of 20 or more with four independent dice. The initial approach involves listing combinations of dice rolls that achieve this sum, but concerns arise about potentially missing terms. A method using the concept of "holes" is suggested, where each die's contribution is viewed in terms of how many points are missing from a maximum score. Additionally, a moment-generating function (mgf) approach is proposed to compute probabilities more systematically. Ultimately, the correct probability is confirmed to be 35/648, with suggestions for more efficient calculation methods.
Aaron7
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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.
 
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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:
Question: A clock's minute hand has length 4 and its hour hand has length 3. What is the distance between the tips at the moment when it is increasing most rapidly?(Putnam Exam Question) Answer: Making assumption that both the hands moves at constant angular velocities, the answer is ## \sqrt{7} .## But don't you think this assumption is somewhat doubtful and wrong?

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