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How to construct an independent sequence of random variables
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$begingroup$
Let $Q$ be a probability measure on $mathbb{R}$ with distribution function $F$. The inverse distribution function $Y$ on $(0,1)$ is defined by:
$$Y(w) = sup,{xmid F(x)<w}, quad0leq wleq 1$$
(i) Show that the distribution of $Y$ is $Q$.
(ii) For $Q_1,Q_2,..$ a sequence of prob measures on $mathbb{R}$, construct a sequence of r.v's $Y_1,Y_2,..$ on $((0,1),mathcal{B},lambda)$ that are independent and the distribution of $Y_i$ is $Q_i$.
My attempt: $F_Y (y) = mathbb{P}(Yleq y) = lambda{w: Y(w)leq y} = lambda{w: wleq F(y)} = F(y)$ and hence the distribution of $Y$ is $Q$. For (ii), I can construct a sequence of inverse distribution functions $Y_i$ such that the distribution of $Y_i$ is $Q_i$ but how can I show that they are independent? Thanks and appreciate a hint.
real-analysis probability-theory statistics
$endgroup$
add a comment |
$begingroup$
Let $Q$ be a probability measure on $mathbb{R}$ with distribution function $F$. The inverse distribution function $Y$ on $(0,1)$ is defined by:
$$Y(w) = sup,{xmid F(x)<w}, quad0leq wleq 1$$
(i) Show that the distribution of $Y$ is $Q$.
(ii) For $Q_1,Q_2,..$ a sequence of prob measures on $mathbb{R}$, construct a sequence of r.v's $Y_1,Y_2,..$ on $((0,1),mathcal{B},lambda)$ that are independent and the distribution of $Y_i$ is $Q_i$.
My attempt: $F_Y (y) = mathbb{P}(Yleq y) = lambda{w: Y(w)leq y} = lambda{w: wleq F(y)} = F(y)$ and hence the distribution of $Y$ is $Q$. For (ii), I can construct a sequence of inverse distribution functions $Y_i$ such that the distribution of $Y_i$ is $Q_i$ but how can I show that they are independent? Thanks and appreciate a hint.
real-analysis probability-theory statistics
$endgroup$
add a comment |
$begingroup$
Let $Q$ be a probability measure on $mathbb{R}$ with distribution function $F$. The inverse distribution function $Y$ on $(0,1)$ is defined by:
$$Y(w) = sup,{xmid F(x)<w}, quad0leq wleq 1$$
(i) Show that the distribution of $Y$ is $Q$.
(ii) For $Q_1,Q_2,..$ a sequence of prob measures on $mathbb{R}$, construct a sequence of r.v's $Y_1,Y_2,..$ on $((0,1),mathcal{B},lambda)$ that are independent and the distribution of $Y_i$ is $Q_i$.
My attempt: $F_Y (y) = mathbb{P}(Yleq y) = lambda{w: Y(w)leq y} = lambda{w: wleq F(y)} = F(y)$ and hence the distribution of $Y$ is $Q$. For (ii), I can construct a sequence of inverse distribution functions $Y_i$ such that the distribution of $Y_i$ is $Q_i$ but how can I show that they are independent? Thanks and appreciate a hint.
real-analysis probability-theory statistics
$endgroup$
Let $Q$ be a probability measure on $mathbb{R}$ with distribution function $F$. The inverse distribution function $Y$ on $(0,1)$ is defined by:
$$Y(w) = sup,{xmid F(x)<w}, quad0leq wleq 1$$
(i) Show that the distribution of $Y$ is $Q$.
(ii) For $Q_1,Q_2,..$ a sequence of prob measures on $mathbb{R}$, construct a sequence of r.v's $Y_1,Y_2,..$ on $((0,1),mathcal{B},lambda)$ that are independent and the distribution of $Y_i$ is $Q_i$.
My attempt: $F_Y (y) = mathbb{P}(Yleq y) = lambda{w: Y(w)leq y} = lambda{w: wleq F(y)} = F(y)$ and hence the distribution of $Y$ is $Q$. For (ii), I can construct a sequence of inverse distribution functions $Y_i$ such that the distribution of $Y_i$ is $Q_i$ but how can I show that they are independent? Thanks and appreciate a hint.
real-analysis probability-theory statistics
real-analysis probability-theory statistics
edited Mar 13 at 16:58
Brian
892116
892116
asked Mar 13 at 16:47
manifoldedmanifolded
49019
49019
add a comment |
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