Given $ X sim exp(lambda) $ find the density function of $Y=frac{1}{1-X}$
$begingroup$
Given $ X sim exp(lambda) $ find the density function of
$Y=frac{1}{1-X}$
So I tried doing the following and gut stuck in the way:
$ F_Y(y)=P(Yleq y)=P(frac{1}{1-x}leq y)$
Now I though about isolating X, which gives me $ F_x(text{something}) $ and by deriving it, get the desired density of Y, but I couldn't figure out how to handle the inequality signs (because I can't simply multiple both sides by $1-x$).
What is so wrong with my way of thinking?
probability density-function
$endgroup$
add a comment |
$begingroup$
Given $ X sim exp(lambda) $ find the density function of
$Y=frac{1}{1-X}$
So I tried doing the following and gut stuck in the way:
$ F_Y(y)=P(Yleq y)=P(frac{1}{1-x}leq y)$
Now I though about isolating X, which gives me $ F_x(text{something}) $ and by deriving it, get the desired density of Y, but I couldn't figure out how to handle the inequality signs (because I can't simply multiple both sides by $1-x$).
What is so wrong with my way of thinking?
probability density-function
$endgroup$
add a comment |
$begingroup$
Given $ X sim exp(lambda) $ find the density function of
$Y=frac{1}{1-X}$
So I tried doing the following and gut stuck in the way:
$ F_Y(y)=P(Yleq y)=P(frac{1}{1-x}leq y)$
Now I though about isolating X, which gives me $ F_x(text{something}) $ and by deriving it, get the desired density of Y, but I couldn't figure out how to handle the inequality signs (because I can't simply multiple both sides by $1-x$).
What is so wrong with my way of thinking?
probability density-function
$endgroup$
Given $ X sim exp(lambda) $ find the density function of
$Y=frac{1}{1-X}$
So I tried doing the following and gut stuck in the way:
$ F_Y(y)=P(Yleq y)=P(frac{1}{1-x}leq y)$
Now I though about isolating X, which gives me $ F_x(text{something}) $ and by deriving it, get the desired density of Y, but I couldn't figure out how to handle the inequality signs (because I can't simply multiple both sides by $1-x$).
What is so wrong with my way of thinking?
probability density-function
probability density-function
edited Jan 15 at 21:35
Asaf Karagila♦
309k33441775
309k33441775
asked Jan 15 at 21:06
superuser123superuser123
48628
48628
add a comment |
add a comment |
1 Answer
1
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$begingroup$
Note that $Y$ takes values in $(-infty, 0) cup [1, infty)$. It might be helpful to take each case separately.
If $y < 0$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X > 1) = P(1 < X le 1-frac{1}{y}).$$
If $y in [0, 1)$ then $P(frac{1}{1-X} le y) = P(frac{1}{1-X} le 0) = P(X > 1)$.
If $y ge 1$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X < 1) + P(X > 1) = P(X le 1 - frac{1}{y}) + P(X > 1).$$
$endgroup$
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
1
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
add a comment |
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1 Answer
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1 Answer
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$begingroup$
Note that $Y$ takes values in $(-infty, 0) cup [1, infty)$. It might be helpful to take each case separately.
If $y < 0$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X > 1) = P(1 < X le 1-frac{1}{y}).$$
If $y in [0, 1)$ then $P(frac{1}{1-X} le y) = P(frac{1}{1-X} le 0) = P(X > 1)$.
If $y ge 1$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X < 1) + P(X > 1) = P(X le 1 - frac{1}{y}) + P(X > 1).$$
$endgroup$
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
1
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
add a comment |
$begingroup$
Note that $Y$ takes values in $(-infty, 0) cup [1, infty)$. It might be helpful to take each case separately.
If $y < 0$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X > 1) = P(1 < X le 1-frac{1}{y}).$$
If $y in [0, 1)$ then $P(frac{1}{1-X} le y) = P(frac{1}{1-X} le 0) = P(X > 1)$.
If $y ge 1$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X < 1) + P(X > 1) = P(X le 1 - frac{1}{y}) + P(X > 1).$$
$endgroup$
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
1
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
add a comment |
$begingroup$
Note that $Y$ takes values in $(-infty, 0) cup [1, infty)$. It might be helpful to take each case separately.
If $y < 0$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X > 1) = P(1 < X le 1-frac{1}{y}).$$
If $y in [0, 1)$ then $P(frac{1}{1-X} le y) = P(frac{1}{1-X} le 0) = P(X > 1)$.
If $y ge 1$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X < 1) + P(X > 1) = P(X le 1 - frac{1}{y}) + P(X > 1).$$
$endgroup$
Note that $Y$ takes values in $(-infty, 0) cup [1, infty)$. It might be helpful to take each case separately.
If $y < 0$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X > 1) = P(1 < X le 1-frac{1}{y}).$$
If $y in [0, 1)$ then $P(frac{1}{1-X} le y) = P(frac{1}{1-X} le 0) = P(X > 1)$.
If $y ge 1$, then
$$P(frac{1}{1-X} le y) = P(frac{1}{1-X} le y, X < 1) + P(X > 1) = P(X le 1 - frac{1}{y}) + P(X > 1).$$
edited Jan 16 at 18:16
answered Jan 15 at 21:19
angryavianangryavian
43k23482
43k23482
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
1
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
add a comment |
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
1
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
$begingroup$
thanks, but could you please clarify your first statement: "please not that Y takes these values" because I am not sure how it works
$endgroup$
– superuser123
Jan 15 at 21:23
1
1
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
@superuser123 Note that $X$ is always nonnegative, and think about what values $frac{1}{1-X}$ could be. It may help to plot the function $f(x) = frac{1}{1-x}$.
$endgroup$
– angryavian
Jan 15 at 21:30
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
could you please clarify the second case? $y in [0, 1)$, and in general, could you please explain how you knew how to divide to these cases? thanks!
$endgroup$
– superuser123
Jan 16 at 13:22
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
$begingroup$
@superuser123 Look at a plot of $f(x) = frac{1}{1-x}$ and figure out where the graph lies below the horizontal line $y = 0.2$ or $y=0.8$ or any $y in [0, 1)$.
$endgroup$
– angryavian
Jan 16 at 18:18
add a comment |
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