$\left\|\sum_{m=1}^{M}\left(x_{m}^{t+1}-x_{m}^{t}\right)\right\|^{2}$ $\leq \sum_{m=1}^{M}\left\|x_{m}^{t+1}-x_{m}^{t}\right\|^{2}$, where $\left\|\cdot\right\|$ denote the 2-norm, and the $x_{m}^{t}$ is the vector.
2026-04-02 19:45:19.1775159119
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Is the following inequality true or not?
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Apply the Cauchy-Schwartz inequality:
$$\left(\sum_{i=1}^{n} x_{i} y_{i}\right)^{2} \leq\left(\sum_{i=1}^{n} x_{i}^{2}\right)\left(\sum_{i=1}^{n} y_{i}^{2}\right)$$
The left hand of our inequality can be represented as follows.
$ \left\|\sum_{m=1}^{M}\left(x_{m}^{t+1}-x_{m}^{t}\right)\right\|^{2} = \left\|\sum_{m=1}^{M}\left(x_{m}^{t+1}-x_{m}^{t}\right)\times 1\right\|^{2} \\ \leq \sum_{m=1}^{M}\left\|x_{m}^{t+1}-x_{m}^{t}\right\|^{2} \times \sum_{m=1}^{M}1^2= M\sum_{m=1}^{M}\left\|x_{m}^{t+1}-x_{m}^{t}\right\|^{2} $
Therefore, the origin inequality lacks M.
The inequality is false for the same reason that $(1+2)^{2} \leq 1^{2}+2^{2}$ is false.