confused about selection of limits of joint distribution.
$begingroup$
I am given a joint distribution of two random variables, X and Y, which is as follows:
$$ f(x,y)= 8xy \ 0≤y≤x≤1 $$
Now I need to find :
$$ P[Xleq 1/2] $$
Now I now I need to find marginal pdf first but I am confused between the limits. Will the limits be from $0$ to $1/2$, since we need to substitute the limits of y, if not, then what is the trick behind the selection of limits if we are given of this type?
probability probability-distributions
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add a comment |
$begingroup$
I am given a joint distribution of two random variables, X and Y, which is as follows:
$$ f(x,y)= 8xy \ 0≤y≤x≤1 $$
Now I need to find :
$$ P[Xleq 1/2] $$
Now I now I need to find marginal pdf first but I am confused between the limits. Will the limits be from $0$ to $1/2$, since we need to substitute the limits of y, if not, then what is the trick behind the selection of limits if we are given of this type?
probability probability-distributions
$endgroup$
add a comment |
$begingroup$
I am given a joint distribution of two random variables, X and Y, which is as follows:
$$ f(x,y)= 8xy \ 0≤y≤x≤1 $$
Now I need to find :
$$ P[Xleq 1/2] $$
Now I now I need to find marginal pdf first but I am confused between the limits. Will the limits be from $0$ to $1/2$, since we need to substitute the limits of y, if not, then what is the trick behind the selection of limits if we are given of this type?
probability probability-distributions
$endgroup$
I am given a joint distribution of two random variables, X and Y, which is as follows:
$$ f(x,y)= 8xy \ 0≤y≤x≤1 $$
Now I need to find :
$$ P[Xleq 1/2] $$
Now I now I need to find marginal pdf first but I am confused between the limits. Will the limits be from $0$ to $1/2$, since we need to substitute the limits of y, if not, then what is the trick behind the selection of limits if we are given of this type?
probability probability-distributions
probability probability-distributions
asked Jan 11 at 15:31
Ahmad QayyumAhmad Qayyum
677
677
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1 Answer
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$begingroup$
That the region common to the support ${(x,y):0le yle xle 1}$ of the joint distribution and the restriction $x<1/2$ is ${(x,y):0le yle xle 1/2}$ should be clear if you draw a picture.
Then it follows that
begin{align}
Pleft(Xle frac{1}{2}right)&=E,[mathbf1_{Xle1/2}]
\&=iint mathbf1_{xle1/2},f(x,y),mathrm{d}x,mathrm{d}y
\&=iint mathbf1_{xle 1/2},8xy,mathbf1_{0le yle xle 1},mathrm{d}x,mathrm{d}y
\&=8iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y
end{align}
You are supposed to write the double integral as an iterated integral using Fubini's theorem, and depending on the order of integration, you have
$$iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y=int_0^{1/2} yleft(int_y^{1/2} x,mathrm{d}xright)mathrm{d}y=int_0^{1/2} xleft(int_0^x y,mathrm{d}yright)mathrm{d}x$$
Since the ranges of $x$ and $y$ are dependent, the inner integral is a function of the variable with respect to which you are evaluating the outer integral, while the outer integral runs free of the other variable, giving you a real value as the final answer.
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then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
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@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
add a comment |
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1 Answer
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active
oldest
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1 Answer
1
active
oldest
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active
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active
oldest
votes
$begingroup$
That the region common to the support ${(x,y):0le yle xle 1}$ of the joint distribution and the restriction $x<1/2$ is ${(x,y):0le yle xle 1/2}$ should be clear if you draw a picture.
Then it follows that
begin{align}
Pleft(Xle frac{1}{2}right)&=E,[mathbf1_{Xle1/2}]
\&=iint mathbf1_{xle1/2},f(x,y),mathrm{d}x,mathrm{d}y
\&=iint mathbf1_{xle 1/2},8xy,mathbf1_{0le yle xle 1},mathrm{d}x,mathrm{d}y
\&=8iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y
end{align}
You are supposed to write the double integral as an iterated integral using Fubini's theorem, and depending on the order of integration, you have
$$iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y=int_0^{1/2} yleft(int_y^{1/2} x,mathrm{d}xright)mathrm{d}y=int_0^{1/2} xleft(int_0^x y,mathrm{d}yright)mathrm{d}x$$
Since the ranges of $x$ and $y$ are dependent, the inner integral is a function of the variable with respect to which you are evaluating the outer integral, while the outer integral runs free of the other variable, giving you a real value as the final answer.
$endgroup$
$begingroup$
then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
$begingroup$
@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
add a comment |
$begingroup$
That the region common to the support ${(x,y):0le yle xle 1}$ of the joint distribution and the restriction $x<1/2$ is ${(x,y):0le yle xle 1/2}$ should be clear if you draw a picture.
Then it follows that
begin{align}
Pleft(Xle frac{1}{2}right)&=E,[mathbf1_{Xle1/2}]
\&=iint mathbf1_{xle1/2},f(x,y),mathrm{d}x,mathrm{d}y
\&=iint mathbf1_{xle 1/2},8xy,mathbf1_{0le yle xle 1},mathrm{d}x,mathrm{d}y
\&=8iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y
end{align}
You are supposed to write the double integral as an iterated integral using Fubini's theorem, and depending on the order of integration, you have
$$iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y=int_0^{1/2} yleft(int_y^{1/2} x,mathrm{d}xright)mathrm{d}y=int_0^{1/2} xleft(int_0^x y,mathrm{d}yright)mathrm{d}x$$
Since the ranges of $x$ and $y$ are dependent, the inner integral is a function of the variable with respect to which you are evaluating the outer integral, while the outer integral runs free of the other variable, giving you a real value as the final answer.
$endgroup$
$begingroup$
then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
$begingroup$
@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
add a comment |
$begingroup$
That the region common to the support ${(x,y):0le yle xle 1}$ of the joint distribution and the restriction $x<1/2$ is ${(x,y):0le yle xle 1/2}$ should be clear if you draw a picture.
Then it follows that
begin{align}
Pleft(Xle frac{1}{2}right)&=E,[mathbf1_{Xle1/2}]
\&=iint mathbf1_{xle1/2},f(x,y),mathrm{d}x,mathrm{d}y
\&=iint mathbf1_{xle 1/2},8xy,mathbf1_{0le yle xle 1},mathrm{d}x,mathrm{d}y
\&=8iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y
end{align}
You are supposed to write the double integral as an iterated integral using Fubini's theorem, and depending on the order of integration, you have
$$iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y=int_0^{1/2} yleft(int_y^{1/2} x,mathrm{d}xright)mathrm{d}y=int_0^{1/2} xleft(int_0^x y,mathrm{d}yright)mathrm{d}x$$
Since the ranges of $x$ and $y$ are dependent, the inner integral is a function of the variable with respect to which you are evaluating the outer integral, while the outer integral runs free of the other variable, giving you a real value as the final answer.
$endgroup$
That the region common to the support ${(x,y):0le yle xle 1}$ of the joint distribution and the restriction $x<1/2$ is ${(x,y):0le yle xle 1/2}$ should be clear if you draw a picture.
Then it follows that
begin{align}
Pleft(Xle frac{1}{2}right)&=E,[mathbf1_{Xle1/2}]
\&=iint mathbf1_{xle1/2},f(x,y),mathrm{d}x,mathrm{d}y
\&=iint mathbf1_{xle 1/2},8xy,mathbf1_{0le yle xle 1},mathrm{d}x,mathrm{d}y
\&=8iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y
end{align}
You are supposed to write the double integral as an iterated integral using Fubini's theorem, and depending on the order of integration, you have
$$iint xy,mathbf1_{0le yle xle 1/2},mathrm{d}x,mathrm{d}y=int_0^{1/2} yleft(int_y^{1/2} x,mathrm{d}xright)mathrm{d}y=int_0^{1/2} xleft(int_0^x y,mathrm{d}yright)mathrm{d}x$$
Since the ranges of $x$ and $y$ are dependent, the inner integral is a function of the variable with respect to which you are evaluating the outer integral, while the outer integral runs free of the other variable, giving you a real value as the final answer.
edited Jan 11 at 18:17
answered Jan 11 at 16:43
StubbornAtomStubbornAtom
5,63411138
5,63411138
$begingroup$
then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
$begingroup$
@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
add a comment |
$begingroup$
then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
$begingroup$
@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
$begingroup$
then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
$begingroup$
then the limits will be $0$ to $1/2$ for outer integral and $y$ to $1/2$ for inner?
$endgroup$
– Ahmad Qayyum
Jan 11 at 17:09
$begingroup$
@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
$begingroup$
@AhmadQayyum Yes.
$endgroup$
– StubbornAtom
Jan 11 at 18:01
add a comment |
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