MHB Cumulative distribution function

AI Thread Summary
The discussion revolves around the cumulative distribution function (CDF) of a new random variable defined as \( Y = F_X(X) \), where \( F_X \) is a strictly monotonic distribution function for the random variable \( X \). There is clarification on the notation, emphasizing that \( F_X(x) \) represents a numerical value for a given \( x \), while \( Y \) should be expressed as \( Y = F_X(X) \) to indicate a transformation of the random variable \( X \). The conversation highlights that since \( F_X \) is strictly monotonic, it possesses an inverse, \( F_X^{-1} \), which is crucial for deriving the CDF of \( Y \). The final query seeks further simplification of the derived expression for \( F_Y(y) \). Understanding these transformations and their implications on the distribution functions is essential for accurate statistical analysis.
Julio1
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Hi !, my problem is the following:

Let $F_X (x)$ an distribution function strictly monotone for the random variable $X$ and it's defined the new random variable $Y=F_X (X).$ Find the cumulative distribution function of $Y$.
In this case, $F_X (x)$ is an cdf, but I don't how does for find the cdf of $Y.$ I think that need have the density function, but I don't have is information.
 
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Julio said:
Let $F_X (x)$ an distribution function strictly monotone for the random variable $X$ and it's defined the new random variable $Y=F_X (x).$
I don't understand the phrase "it's defined the new random variable $Y=F_X (x)$". $F_X(x)$, for each given number $x$, is a number. There is no random variable here. Recall that a random variable is a function from the sample space to $\Bbb R$. Do you mean $Y=F_X (X)$, i.e., $Y=F_X\circ X$?

In mathematics, uppercase and lowercase letters often denote different objects.
 
Evgeny.Makarov said:
I don't understand the phrase "it's defined the new random variable $Y=F_X (x)$". $F_X(x)$, for each given number $x$, is a number. There is no random variable here. Recall that a random variable is a function from the sample space to $\Bbb R$. Do you mean $Y=F_X (X)$, i.e., $Y=F_X\circ X$?

In mathematics, uppercase and lowercase letters often denote different objects.

Thanks!, you're right, the correct is $Y=F_X (X).$ In this case, $Y=F_X(X)$ is an transformation?
 
Julio said:
In this case, $Y=F_X(X)$ is an transformation?
I am not sure what you mean by this.

Since $F_X$ is strictly monotonic, it has an inverse $F_X^{-1}$. So
\[
F_Y(y)=\text{Pr}(Y<y)=\text{Pr}(F_X(X)<y)=\text{Pr}(F_X^{-1}(F_X(X))<F_X^{-1}(y))=\text{Pr}(X<F_X^{-1}(y))=\ldots
\]
Can you simplify this further?
 
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