Let $n\ge 4$ and two vectors $x$ and $y$ in $\mathbb{R}^n$ that satisfy
- $\sum_{i=1}^{n}{x_{i}^2}=\sum_{i=1}^{n}{y_i}^2=1$
- $\sum_{i=1}^{n}{x_{i} y_i}=0$
- $\sum_{i=1}^{n}{x_{i}}=\sum_{i=1}^{n}{y_i}=0$
With these conditions, prove or disprove that $$\sum_{i=1}^n\sum_{j=1}^n{(|x_{i}-x_{j}|-|y_{i}-y_{j}|)^2}\geq 4$$
I have been trying to find counterexamples, but so far couldn't find any.
Edit (2019-06-18):
Indeed I have proved in the meantime the weaker inequality that $\sum_{i=1}^n\sum_{j=1}^n{(|x_{i}-x_{j}|-|y_{i}-y_{j}|)^2}\geq 1$ holds. This works as follows:
One has the equivalent formulation $$4 \leq \sum_{i=1}^n\sum_{j=1}^n{(|x_{i}-x_{j}|-|y_{i}-y_{j}|)^2}\\ = \sum_{i=1}^n\sum_{j=1}^n{(x_{i}-x_{j})^2} + \sum_{i=1}^n\sum_{j=1}^n{(y_{i}-y_{j})^2}- 2 \sum_{i=1}^n\sum_{j=1}^n{|x_{i}-x_{j}||y_{i}-y_{j}|}\\ = 4 n - 4 \sum_{i=1}^n\sum_{j>i}^n{|x_{i}-x_{j}||y_{i}-y_{j}|} $$ so the question is equivalent to asking whether $$ = \sum_{i=1}^n\sum_{j>i}^n{|x_{i}-x_{j}||y_{i}-y_{j}|} \le n - 1 $$ I have proved here that $\sum_{i=1}^n\sum_{j>i}^n{|x_{i}-x_{j}||y_{i}-y_{j}|} \le n - \frac14 $, or equivalently $\sum_{i=1}^n\sum_{j=1}^n{(|x_{i}-x_{j}|-|y_{i}-y_{j}|)^2}\geq 1$, so you might want to improve that.
We use the Gruss's inequality in supposing that :
$$2n \sum_{1\leq i<j\leq n}{|x_{i}-x_{j}||y_{i}-y_{j}|} \\ = n\sum_{1\leq i\leq n}\sum_{1\leq j\leq n}{|x_{i}-x_{j}||y_{i}-y_{j}|}\\\geq \left(\sum_{1\leq i\leq n}\sum_{1\leq j\leq n}{|x_{i}-x_{j}|}\right)\left(\sum_{1\leq i\leq n}\sum_{1\leq j\leq n}{|y_{i}-y_{j}|}\right)$$
Now using the inequality for $0<x_i\leq 1$:
$$\sqrt{n-1+\frac{n}{\sum_{i=1}^{n}x_{i}^{2}}}\sqrt{\sum_{i=1}^{n}x_{i}^{2}}-\left(\sum_{i=1}^{n}x_{i}\right)\geq 0$$
And the proof @Andreas(where he used Cauchy-Schwartz inequality) we have :
$$\left(\sum_{1\leq i\leq n}\sum_{1\leq j\leq n}{|x_{i}-x_{j}|}\right) \leq \sqrt{n-1+\frac{n}{2n}}\sqrt{2n}$$
So we have :
$$ \sum_{1\leq i<j\leq n}{|x_{i}-x_{j}||y_{i}-y_{j}|}\leq \left(\sqrt{n-1+\frac{n}{2n}}\right)^{2}+0.25$$
We can obviously improves it.