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Let $F$ be Stieltjes measure function (nondecreasing and right continuous) and $\mu$ be corresponding measure on $(\mathbb{R}, \mathcal{R})$. Assume that $F: \mathbb{R}\to [0,1]$ is continuous. Show that $$ \int_\mathbb{R} 2F(x)dF(x)=1 $$


I found that this question is a corollary of Durrett's textbook exercise 1.7.3:

Let $F$ be continuous. Then $$ \int_{(a,b]}2 F(y)dF(y)=F^2(b)-F^2(a) $$

However, the proof relies on the previous results:

Let $F, G$ be Stieltjes measure functions and let $\mu, \nu$ be corresponding measures. Then $$\int_{(a,b]}F(y)dG(y)+\int_{(a,b]}G(y)dF(y)=F(b)G(b)-F(a)G(a)+\sum_{x\in (a,b]} \mu(\{x\})\nu(\{x\})$$

Can we prove our result without using this result?

If we just apply Durrett's result, then we take $a\to-\infty, b\to \infty$, we will prove our result.

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  • $\begingroup$ Fixed. should be $2x$ $\endgroup$
    – GEdgar
    Commented Mar 9 at 21:26
  • $\begingroup$ @GEdgar Yes, that is true because $F$ is actually cdf... $\endgroup$
    – Hermi
    Commented Mar 9 at 21:26
  • $\begingroup$ The question should state that. $\endgroup$
    – GEdgar
    Commented Mar 9 at 21:27

2 Answers 2

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Assuming the continuity of $F$, let $X$ be a random variable with distribution function $F$. Then $\int F(x)\,dF(x) = \mathbb E[F(X)]$. Since $F(X)$ is uniformly distributed in $[0,1]$, it follows $\mathbb E[F(X)] = \frac{1}{2}$, which solves the problem.

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  • $\begingroup$ You may note that $F(X) \sim \mathcal U(0,1)$ when $F$ is a continuous CDF, and it does not necessarily hold for right continuous CDF (@Hermi). $\endgroup$
    – Amir
    Commented Mar 10 at 8:52
  • $\begingroup$ Yes, I forgot to mention that. $\endgroup$
    – BBBBBB
    Commented Mar 10 at 16:39
  • $\begingroup$ @BBBBBB Why $F(X)$ is uniformly distributed in $[0,1]$? $\endgroup$
    – Hermi
    Commented Mar 10 at 20:52
  • $\begingroup$ See this thread: math.stackexchange.com/questions/868400/… $\endgroup$
    – BBBBBB
    Commented Mar 10 at 21:34
  • $\begingroup$ @BBBBBB F is uniformly distributed on $(0,1)$ or $[0,1]$? $\endgroup$
    – Hermi
    Commented Mar 11 at 21:51
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$$\int udv = uv - \int vdu$$

Claim:

$$\int F(x) dF(x) = F^2(b) - F^2(a) - \int F(x)dF(x)$$

Proof:

Since this is integral is Riemann integrable, we have: $$g([a,b]) = \int_{[a,b]} F(x)dF(x) = \lim_{n \rightarrow \infty} \sum_{1 \leq i \leq n-1} F(a_i) (F(a_{i+1}) - F(a_i))$$ $$ = \lim_{n \rightarrow \infty} \sum_{1 \leq i \leq n-1} F(a_i) (F(a_{i+1}) - F(a_i)) - F^2(a_{i+1}) + F^2(a_i) + F^2(a_{i+1}) - F^2(a_i)$$ $$ = F^2(b) - F^2(a) + \lim_{n \rightarrow \infty} \sum_{1 \leq i \leq n-1} F(a_i) (F(a_{i+1}) - F(a_i)) - F^2(a_{i+1}) + F^2(a_i)$$ $$ = F^2(b) - F^2(a) + \lim_{n \rightarrow \infty} \sum_{1 \leq i \leq n-1} F(a_i) F(a_{i+1}) - F^2(a_{i+1})$$ $$ = F^2(b) - F^2(a) - \lim_{n \rightarrow \infty} \sum_{1 \leq i \leq n-1} F(a_{i+1})(F(a_{i+1}) - F(a_i))$$ $$ = F^2(b) - F^2(a) - \int F(x) dF(x)$$

Rest follows since, $$\int F(x) dF(x) = \frac{1}{2} (F^2(b) - F^2(a))$$

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  • $\begingroup$ Thanks. Can I ask if we can apply the first integration by parts in measure theory? I am confused that in Durrett's textbook, exercise 1.7.3 is actually the IBP. $\endgroup$
    – Hermi
    Commented Mar 9 at 22:38
  • $\begingroup$ Here definition of $F$ is same as continuous CDF. Is your $dF(x)=F'(x)d\mu$ true for CDF? $\endgroup$
    – Hermi
    Commented Mar 11 at 19:11
  • $\begingroup$ Measure for a CDF $F(x)$ is actually: $F'(x) dx$ since $\mu([a,b]) = F(b) - F(a) = F'(x) (b-a)$ by mean value theorem. So $dF(x) = F'(x) dx$. Since $F'(x) > 0$, this is valid measure. Infact you can define measure by $\mu([a,b]) = \int_{[a,b]} f(x) dx$ where $f(x)>0$. Here we are indirectly saying a CDF is monotonic and has positive derivative and can act as $f(x) = F'(x)$. But $f(x) = F'(x)$ is density function actually. But density function need not exist in general i.e., derivative $F'(x)$ need not exist for $F(x)$. So saying $dF(x) = F'(x) dx$ is true only when derivative exist. $\endgroup$
    – Balaji sb
    Commented Mar 12 at 0:35
  • $\begingroup$ I have updated my answer. Please take a look. $\endgroup$
    – Balaji sb
    Commented Mar 12 at 0:46

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