0
$\begingroup$

I don't know how to prove that the definition

\begin{equation} \lambda_r = \frac{1}{r} \sum_{j=0}^{r-1} (-1)^j {r - 1 \choose j} E[X_{r-j:r}] \end{equation}

where

\begin{equation} E[X_{r:n}] = \frac{n!}{(r - 1)! \: (n - r)!} \int_{0}^{1} x(u) \: u^{r-1} \:(1-u)^{n-r} \: du \end{equation}

is consistent with

\begin{equation} \lambda_r = \int_{0}^{1} x(u) P^*_{r-1}(u) du \end{equation}

where

\begin{equation} P^*_r(u) = \sum_{k=0}^{r-1} p^*_{r-1,k} u^k, \end{equation}

and

\begin{equation} p^*_{r,k} = (-1)^{r-k} {r \choose k} {r + k \choose k} = \frac{(-1)^{r-k} (r + k)!}{(k!)^2 (r - k)!} \end{equation}

The indication that gives me is "Substituting the definition of the expectation of an order statistic in the first formula, expanding the binomials in $u$ and summing the coefficients of each power of $u$". The indication is from Hosking (1990) - https://doi.org/10.1111/j.2517-6161.1990.tb01775.x

Thanks

$\endgroup$
4
  • $\begingroup$ Although you have an answer, "The indication that gives me" suggests this is a homework problem or other exercise, in which case it doesn't belong here. $\endgroup$
    – LSpice
    Commented Jul 8, 2020 at 23:41
  • $\begingroup$ I agree with LSpice. If it's from a paper then it is maybe appropriate for MathOverflow but please add citation. $\endgroup$ Commented Jul 10, 2020 at 16:37
  • $\begingroup$ I'm new here and I don't really know how this works. it is an indication given in an article to go from one formula to another $\endgroup$
    – rma
    Commented Jul 11, 2020 at 11:50
  • $\begingroup$ @rma then it would appreciated and helpful if you could also mention or cite the article. $\endgroup$
    – ARG
    Commented Jul 11, 2020 at 22:14

1 Answer 1

2
$\begingroup$

We have \begin{equation} EX_{r-j:r}=\frac{r!}{(r-j-1)!\,j!} \int_0^1 du\,x(u)\,u^{r-j-1}\,(1-u)^j \\ =r\binom{r-1}j \int_0^1 du\,x(u)\,u^{r-j-1}\,(1-u)^j \end{equation} and \begin{equation} (1-u)^j=\sum_{i=0}^j(-1)^i \binom ji u^i. \end{equation} So, \begin{equation} \lambda_r=\int_0^1 du\,x(u)\,p_r(u), \end{equation} where \begin{equation} p_r(u):=\sum_{j=0}^{r-1} (-1)^j \binom{r-1}j^2 u^{r-j-1}\sum_{i=0}^j(-1)^i \binom ji u^i =\sum_{k=0}^{r-1} p_{r,k}u^k, \end{equation} \begin{equation} p_{r,k}:=(-1)^{r-1-k}\sum_{j=r-1-k}^{r-1} \binom{r-1}j^2 \binom j{r-k-1} =\frac{(-1)^{k+r-1} (k+r-1)!}{(k!)^2 (r-k-1)!}, \end{equation} as desired. The latter equality (which I obtained with Mathematica's help) can be obtained by using Vol. 1 (in Russian), Formula 4.2.9.5: \begin{equation} \sum_{k=0}^n\binom nk^2 \binom k{n-m}=\binom nm \binom{n+m}m \tag{1} \end{equation} with $r-1,k$ in place of $n,m$, respectively. (This book is available online.)

Actually, it is easy to see why (1) is true. Indeed, \begin{equation} \binom nk^2 \binom k{n-m}=\binom nm \binom nk \binom m{n-k} \end{equation} and hence \begin{align} \sum_{k=0}^n\binom nk^2 \binom k{n-m} & =\binom nm \sum_{k=0}^n\binom nk \binom m{n-k}\\ &=\binom nm \binom{n+m}n =\binom nm \binom{n+m}m. \end{align}

$\endgroup$
5
  • $\begingroup$ Hello, first, thanks for answering. I just edited my question to fix the two bugs that were there. The indices were not good, they were only up to r-1. I have the same as you, but I don't see how you build $p_ {r, k}$ Thanks and best regards. $\endgroup$
    – rma
    Commented Jul 8, 2020 at 21:34
  • $\begingroup$ @rma : I am not sure what you mean by "build". However, I have added details on $p_{r,k}$. $\endgroup$ Commented Jul 8, 2020 at 22:20
  • $\begingroup$ I meant the last equality in your definition of $P_r (u)$. I don't understand how you got the index k and put $u^k$. I had come to the same as you, well, except for the final equalities of the combinatorial numbers. I wouldn't have seen that in a thousand years. (And finally, forgive my English, it is very bad and I use the google translator) $\endgroup$
    – rma
    Commented Jul 9, 2020 at 10:22
  • $\begingroup$ @rma : I just use $u^{r-j-1} u^i=u^k$ for $k:=r-j-1+i$, noting that, for each $j$, the condition $0\le i\le j$ is equivalent to $r-j-1\le k\le r-1$. $\endgroup$ Commented Jul 9, 2020 at 13:14
  • $\begingroup$ Thansk for all!!! $\endgroup$
    – rma
    Commented Jul 10, 2020 at 14:30

Not the answer you're looking for? Browse other questions tagged .