Recently I come up with an embarrassingly easy question. It should be known or elementary but I am still not able to find either a correct answer or references:
"Consider a random vector x=(x_1,...,x_n)$x=(x_1,...,x_n)$ in the simplex 0\le x_i, x_1+..+x_n=1$0\le x_i, x_1+..+x_n=1$. It is easy to show that each x_i$x_i$ has beta distribution B(1,n-1)$B(1,n-1)$. It can be also checked that the expected value of |x|_2$|x|_2$ is of order n^{-1/2}$n^{-1/2}$.
I am wondering if there is any concentration result saying that there exists a sufficiently large constant C$C$ such that |x|_2 \le Cn^{-1/2}$|x|_2 \le Cn^{-1/2}$ with high probability, say 1-n^{-3}$1-n^{-3}$? "
Thanks.