Join continuous PDF how to choose interval
I have the joint pdf
$f_{x,y} (x,y) = 3/4 x $ if $0<x<y<2$
Now if I want to find the marginal pdfs $f_x $ and $ f_y$
How do I choose which interval to use when I integrate?
I know the answers are:
$f_x (x) = 3/4 x (2-x)$ if $0<x<2$
$f_y (y) = 3/8 y^2 $ if $0<y<2$
probability statistics
add a comment |
I have the joint pdf
$f_{x,y} (x,y) = 3/4 x $ if $0<x<y<2$
Now if I want to find the marginal pdfs $f_x $ and $ f_y$
How do I choose which interval to use when I integrate?
I know the answers are:
$f_x (x) = 3/4 x (2-x)$ if $0<x<2$
$f_y (y) = 3/8 y^2 $ if $0<y<2$
probability statistics
add a comment |
I have the joint pdf
$f_{x,y} (x,y) = 3/4 x $ if $0<x<y<2$
Now if I want to find the marginal pdfs $f_x $ and $ f_y$
How do I choose which interval to use when I integrate?
I know the answers are:
$f_x (x) = 3/4 x (2-x)$ if $0<x<2$
$f_y (y) = 3/8 y^2 $ if $0<y<2$
probability statistics
I have the joint pdf
$f_{x,y} (x,y) = 3/4 x $ if $0<x<y<2$
Now if I want to find the marginal pdfs $f_x $ and $ f_y$
How do I choose which interval to use when I integrate?
I know the answers are:
$f_x (x) = 3/4 x (2-x)$ if $0<x<2$
$f_y (y) = 3/8 y^2 $ if $0<y<2$
probability statistics
probability statistics
asked 17 hours ago
Winther
227
227
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add a comment |
2 Answers
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Formally there is no choosing:$$f_X(x)=int_{-infty}^{infty}f_X(x,y);dy$$
We can substitute $f_{X,Y}=[0<x<y<2]frac34x$ where $[text{condition on }x,y]$ is a function $mathbb R^2tomathbb R$ that takes value $1$ if the condition is satisfied and take value $0$ otherwise.
Then for fixed $x$:$$f_X(x)=int_{-infty}^{infty}[0<x<y<2]frac34x;dy=frac34xint_{-infty}^{infty}[0<x<y<2];dy$$
Now we discern cases:
If $xnotin(0,2)$ then the integrand is $0$ for every $y$ so that $f_X(x)=0$.
If $xin(0,2)$ then $int_{-infty}^{infty}[0<x<y<2];dy=int_x^2dy=2-x$ so that $f(x)=frac34(1-x)$.
The first equality is probably the part you label as "choosing which interval".
It rests on the observation that for $ynotin(x,2)$ the integrand is $0$.
The same principle works for finding: $$f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx$$for a fixed $y$.
If $ynotin(0,2)$ then the integrand is $0$ for every $x$ so that $f_Y(y)=0$.
If $yin(0,2)$ then $f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx=int_0^yfrac34xdx=[frac38x^2]_0^y=frac38y^2$.
add a comment |
To get the marginal densities from the joint density, you "integrate out" each variable. In this case, the region $0<x<y<2$ is a triangle. To see this, draw the horizontal boundary lines $x=0$, $y=2$, and $y=x$. The triangle is then the region overlapped by $x>0,y<2, x<y$.
For this region, we see that for a fixed $y$, $x$ varies from $0$ to $y$, hence
$$f_{Y}(y)=int_{0}^{y}f_{X,Y}(x,y) dx=int_{0}^{y}frac{3}{4}x dx=frac{3}{8}x^{2}biggrvert^{x=y}_{x=0}=frac{3}{8}y^{2}$$
Similarly, if we fix a value for $x$, $y$ varies from $x$ to $2$
$$f_{X}(x)=int_{x}^{2}f_{X,Y}(x,y) dy=int_{x}^{2}frac{3}{4}x dy=frac{3}{4}xybiggrvert^{y=2}_{y=x}=frac{3}{4}x(2-x)$$
If the region is unclear, draw a picture and it should make more sense.
add a comment |
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2 Answers
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2 Answers
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Formally there is no choosing:$$f_X(x)=int_{-infty}^{infty}f_X(x,y);dy$$
We can substitute $f_{X,Y}=[0<x<y<2]frac34x$ where $[text{condition on }x,y]$ is a function $mathbb R^2tomathbb R$ that takes value $1$ if the condition is satisfied and take value $0$ otherwise.
Then for fixed $x$:$$f_X(x)=int_{-infty}^{infty}[0<x<y<2]frac34x;dy=frac34xint_{-infty}^{infty}[0<x<y<2];dy$$
Now we discern cases:
If $xnotin(0,2)$ then the integrand is $0$ for every $y$ so that $f_X(x)=0$.
If $xin(0,2)$ then $int_{-infty}^{infty}[0<x<y<2];dy=int_x^2dy=2-x$ so that $f(x)=frac34(1-x)$.
The first equality is probably the part you label as "choosing which interval".
It rests on the observation that for $ynotin(x,2)$ the integrand is $0$.
The same principle works for finding: $$f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx$$for a fixed $y$.
If $ynotin(0,2)$ then the integrand is $0$ for every $x$ so that $f_Y(y)=0$.
If $yin(0,2)$ then $f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx=int_0^yfrac34xdx=[frac38x^2]_0^y=frac38y^2$.
add a comment |
Formally there is no choosing:$$f_X(x)=int_{-infty}^{infty}f_X(x,y);dy$$
We can substitute $f_{X,Y}=[0<x<y<2]frac34x$ where $[text{condition on }x,y]$ is a function $mathbb R^2tomathbb R$ that takes value $1$ if the condition is satisfied and take value $0$ otherwise.
Then for fixed $x$:$$f_X(x)=int_{-infty}^{infty}[0<x<y<2]frac34x;dy=frac34xint_{-infty}^{infty}[0<x<y<2];dy$$
Now we discern cases:
If $xnotin(0,2)$ then the integrand is $0$ for every $y$ so that $f_X(x)=0$.
If $xin(0,2)$ then $int_{-infty}^{infty}[0<x<y<2];dy=int_x^2dy=2-x$ so that $f(x)=frac34(1-x)$.
The first equality is probably the part you label as "choosing which interval".
It rests on the observation that for $ynotin(x,2)$ the integrand is $0$.
The same principle works for finding: $$f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx$$for a fixed $y$.
If $ynotin(0,2)$ then the integrand is $0$ for every $x$ so that $f_Y(y)=0$.
If $yin(0,2)$ then $f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx=int_0^yfrac34xdx=[frac38x^2]_0^y=frac38y^2$.
add a comment |
Formally there is no choosing:$$f_X(x)=int_{-infty}^{infty}f_X(x,y);dy$$
We can substitute $f_{X,Y}=[0<x<y<2]frac34x$ where $[text{condition on }x,y]$ is a function $mathbb R^2tomathbb R$ that takes value $1$ if the condition is satisfied and take value $0$ otherwise.
Then for fixed $x$:$$f_X(x)=int_{-infty}^{infty}[0<x<y<2]frac34x;dy=frac34xint_{-infty}^{infty}[0<x<y<2];dy$$
Now we discern cases:
If $xnotin(0,2)$ then the integrand is $0$ for every $y$ so that $f_X(x)=0$.
If $xin(0,2)$ then $int_{-infty}^{infty}[0<x<y<2];dy=int_x^2dy=2-x$ so that $f(x)=frac34(1-x)$.
The first equality is probably the part you label as "choosing which interval".
It rests on the observation that for $ynotin(x,2)$ the integrand is $0$.
The same principle works for finding: $$f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx$$for a fixed $y$.
If $ynotin(0,2)$ then the integrand is $0$ for every $x$ so that $f_Y(y)=0$.
If $yin(0,2)$ then $f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx=int_0^yfrac34xdx=[frac38x^2]_0^y=frac38y^2$.
Formally there is no choosing:$$f_X(x)=int_{-infty}^{infty}f_X(x,y);dy$$
We can substitute $f_{X,Y}=[0<x<y<2]frac34x$ where $[text{condition on }x,y]$ is a function $mathbb R^2tomathbb R$ that takes value $1$ if the condition is satisfied and take value $0$ otherwise.
Then for fixed $x$:$$f_X(x)=int_{-infty}^{infty}[0<x<y<2]frac34x;dy=frac34xint_{-infty}^{infty}[0<x<y<2];dy$$
Now we discern cases:
If $xnotin(0,2)$ then the integrand is $0$ for every $y$ so that $f_X(x)=0$.
If $xin(0,2)$ then $int_{-infty}^{infty}[0<x<y<2];dy=int_x^2dy=2-x$ so that $f(x)=frac34(1-x)$.
The first equality is probably the part you label as "choosing which interval".
It rests on the observation that for $ynotin(x,2)$ the integrand is $0$.
The same principle works for finding: $$f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx$$for a fixed $y$.
If $ynotin(0,2)$ then the integrand is $0$ for every $x$ so that $f_Y(y)=0$.
If $yin(0,2)$ then $f_Y(y)=int_{-infty}^{infty}[0<x<y<2]frac34x;dx=int_0^yfrac34xdx=[frac38x^2]_0^y=frac38y^2$.
edited 17 hours ago
answered 17 hours ago
drhab
98.1k544129
98.1k544129
add a comment |
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To get the marginal densities from the joint density, you "integrate out" each variable. In this case, the region $0<x<y<2$ is a triangle. To see this, draw the horizontal boundary lines $x=0$, $y=2$, and $y=x$. The triangle is then the region overlapped by $x>0,y<2, x<y$.
For this region, we see that for a fixed $y$, $x$ varies from $0$ to $y$, hence
$$f_{Y}(y)=int_{0}^{y}f_{X,Y}(x,y) dx=int_{0}^{y}frac{3}{4}x dx=frac{3}{8}x^{2}biggrvert^{x=y}_{x=0}=frac{3}{8}y^{2}$$
Similarly, if we fix a value for $x$, $y$ varies from $x$ to $2$
$$f_{X}(x)=int_{x}^{2}f_{X,Y}(x,y) dy=int_{x}^{2}frac{3}{4}x dy=frac{3}{4}xybiggrvert^{y=2}_{y=x}=frac{3}{4}x(2-x)$$
If the region is unclear, draw a picture and it should make more sense.
add a comment |
To get the marginal densities from the joint density, you "integrate out" each variable. In this case, the region $0<x<y<2$ is a triangle. To see this, draw the horizontal boundary lines $x=0$, $y=2$, and $y=x$. The triangle is then the region overlapped by $x>0,y<2, x<y$.
For this region, we see that for a fixed $y$, $x$ varies from $0$ to $y$, hence
$$f_{Y}(y)=int_{0}^{y}f_{X,Y}(x,y) dx=int_{0}^{y}frac{3}{4}x dx=frac{3}{8}x^{2}biggrvert^{x=y}_{x=0}=frac{3}{8}y^{2}$$
Similarly, if we fix a value for $x$, $y$ varies from $x$ to $2$
$$f_{X}(x)=int_{x}^{2}f_{X,Y}(x,y) dy=int_{x}^{2}frac{3}{4}x dy=frac{3}{4}xybiggrvert^{y=2}_{y=x}=frac{3}{4}x(2-x)$$
If the region is unclear, draw a picture and it should make more sense.
add a comment |
To get the marginal densities from the joint density, you "integrate out" each variable. In this case, the region $0<x<y<2$ is a triangle. To see this, draw the horizontal boundary lines $x=0$, $y=2$, and $y=x$. The triangle is then the region overlapped by $x>0,y<2, x<y$.
For this region, we see that for a fixed $y$, $x$ varies from $0$ to $y$, hence
$$f_{Y}(y)=int_{0}^{y}f_{X,Y}(x,y) dx=int_{0}^{y}frac{3}{4}x dx=frac{3}{8}x^{2}biggrvert^{x=y}_{x=0}=frac{3}{8}y^{2}$$
Similarly, if we fix a value for $x$, $y$ varies from $x$ to $2$
$$f_{X}(x)=int_{x}^{2}f_{X,Y}(x,y) dy=int_{x}^{2}frac{3}{4}x dy=frac{3}{4}xybiggrvert^{y=2}_{y=x}=frac{3}{4}x(2-x)$$
If the region is unclear, draw a picture and it should make more sense.
To get the marginal densities from the joint density, you "integrate out" each variable. In this case, the region $0<x<y<2$ is a triangle. To see this, draw the horizontal boundary lines $x=0$, $y=2$, and $y=x$. The triangle is then the region overlapped by $x>0,y<2, x<y$.
For this region, we see that for a fixed $y$, $x$ varies from $0$ to $y$, hence
$$f_{Y}(y)=int_{0}^{y}f_{X,Y}(x,y) dx=int_{0}^{y}frac{3}{4}x dx=frac{3}{8}x^{2}biggrvert^{x=y}_{x=0}=frac{3}{8}y^{2}$$
Similarly, if we fix a value for $x$, $y$ varies from $x$ to $2$
$$f_{X}(x)=int_{x}^{2}f_{X,Y}(x,y) dy=int_{x}^{2}frac{3}{4}x dy=frac{3}{4}xybiggrvert^{y=2}_{y=x}=frac{3}{4}x(2-x)$$
If the region is unclear, draw a picture and it should make more sense.
answered 17 hours ago
pwerth
1,747411
1,747411
add a comment |
add a comment |
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