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Consider rolling two fair dice one 3-sided the other 5-sided
Let X and Y be the random variables that denote the numbers on the 3-sided and 5-sided die respectively. Assuming X and Y are independent find the pdf of the sum.. aka define W=X+Y


Respuesta :

Since the dice are fair and the rolling are independent, each single outcome has probability 1/15. Every time we choose

[tex]1\leq x\leq 3,\quad 1\leq y \leq 5[/tex]

We have [tex]P(X=x)=\frac{1}{3}[/tex] and [tex]P(Y=y)=\frac{1}{5}[/tex], because the dice are fair.

Now we use the assumption of independence to claim that

[tex] P(X=x, Y=y) = P(X=x)\cdot P(Y=y) =\dfrac{1}{3}\cdot\dfrac{1}{5} = \dfrac{1}{15}[/tex]

Now, we simply have to count in how many ways we can obtain every possible outcome for the sum. Consider the attached table: we can see that we can obtain:

  • 2 in a unique way (1+1)
  • 3 in two possible ways (1+2, 2+1)
  • 4 in three possible ways
  • 5 in three possible ways
  • 6 in three possible ways
  • 7 in two possible ways
  • 8 in a unique way

This implies that the probabilities of the outcomes of [tex]W=X+Y[/tex] are the number of possible ways divided by 15: we can obtain 2 and 8 with probability 1/15, 3 and 7 with probability 2/15, and 4, 5 and 6 with probabilities 3/15=1/5

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