Calculating probability distribution for rolling 4 dice plus reroll lowest die

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Discussion Overview

The discussion revolves around calculating the probability distribution for a specific dice-rolling scenario: rolling 4 dice, re-rolling the lowest die, and summing the three highest results. Participants explore the implications of this method and its equivalence to rolling 5 dice directly.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested
  • Mathematical reasoning

Main Points Raised

  • Paraxis describes the process of rolling 4 dice, re-rolling the lowest, and keeping the sum of the three highest, seeking a formula for the probability distribution.
  • Some participants suggest that the scenario of rolling 4 dice and re-rolling the lowest is equivalent to rolling 5 dice and taking the three highest, questioning the need for a separate calculation.
  • One participant expresses realization that rolling 5 dice simplifies the calculation, indicating a potential oversight in the original approach.
  • Distribution frequencies for sums from 3 to 18 are provided, with specific counts and percentages, but discrepancies in total permutations are noted, leading to further discussion on accuracy.

Areas of Agreement / Disagreement

There is no consensus on whether the two methods (rolling 4 dice with a re-roll versus rolling 5 dice) are indeed equivalent, as some participants assert they are while others have not definitively resolved this question.

Contextual Notes

Participants mention discrepancies in total permutations and frequencies, indicating potential limitations in the calculations presented. The discussion does not resolve these mathematical uncertainties.

Who May Find This Useful

Readers interested in probability distributions, dice games, or mathematical reasoning related to combinatorial scenarios may find this discussion relevant.

Paraxis
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Hi,

I am trying to figure out what the probability distribution is for the following:

1. Roll 4 dice.
2. Take the lowest die and re-roll it.
3. Take the sum of the three highest dice.

The result will be between 3 and 18.

I know how to figure out the probability distribution for rolling 4 dice and taking the three highest, but how can we calculate the distribution when re-rolling the lowest die?

My thought process goes as follows:
When you roll the 4 dice and keep the three highest, the result from re-rolling the lowest remaining die is only kept if the roll is higher than any of the three dice that were kept.

e.g.

Say you roll a 6,4,2 and 1. Keep the 6,4 and 2 and re-roll the 1.
The new roll is only kept if and only if it exceeds 2.
Therefore there is a 2 in 6 probability for the sum to be 12 and there is a 1 in 6 probability for the sum to be each of 13, 14, 15 or 16.

I can calculate this long hand by writing up all 1296 possible combinations for 4 dice, but if you could supply me with a formula, it would be much quicker...

Thanks,

Paraxis
 
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Welcome to PF!

Hi Paraxis! Welcome to PF! :wink:
Paraxis said:
1. Roll 4 dice.
2. Take the lowest die and re-roll it.
3. Take the sum of the three highest dice.

Isn't that the same as
1. Roll 5 dice.
2. Take the sum of the three highest dice?​
 


tiny-tim said:
Isn't that the same as
1. Roll 5 dice.
2. Take the sum of the three highest dice?​

...

I've racked my brain and can't see how it is NOT!

Wow... Just roll 5 dice... I guess I over-thought things!

Unless someone demonstrates that it is not the same as rolling 5 dice...

Thanks! Much MUCH easier to calculate...

So the distribution is:

3 = 1 (0.01%)
4 = 5 (0.06%)
5 = 15 (0.17%)
6 = 41 (0.45%)
7 = 90 (0.99%)
8 = 171 (1.88%)
9 = 300 (3.31%)
10 = 485 (5.35%)
11 = 697 (7.68%)
12 = 946 (10.43%)
13 = 1163 (12.82%)
14 = 1326 (14.62%)
15 = 1335 (14.72%)
16 = 1196 (13.18%)
17 = 854 (9.41%)
18 = 447 (4.93%)
 
Paraxis said:
Wow... Just roll 5 dice... I guess I over-thought things!

he he :biggrin:
 


Paraxis said:
So the distribution is:

3 = 1 (0.01%)
4 = 5 (0.06%)
5 = 15 (0.17%)
6 = 41 (0.45%)
7 = 90 (0.99%)
8 = 171 (1.88%)
9 = 300 (3.31%)
10 = 485 (5.35%)
11 = 697 (7.68%)
12 = 946 (10.43%)
13 = 1163 (12.82%)
14 = 1326 (14.62%)
15 = 1335 (14.72%)
16 = 1196 (13.18%)
17 = 854 (9.41%)
18 = 447 (4.93%)

That totals 9072 permutations but 65 = 7776

I make the correct frequencies 1, 5, 15, 41, 90, 170, 296, 470, 665, 881, 1055, 1155, 1111, 935, 610, 276
 

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