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Chong, see below:
\begin{align} \sup_{\alpha:|\alpha|\le 1} \sum_{i}\epsilon_i\left(\sum_j \alpha_j K_{ji}\right)=&\sup_{\alpha:|\alpha|\le 1}\epsilon'K\alpha \\ =&\sup_j |(\epsilon'K)_j|\\ =& \sup_j \sum_j K_{ji}|\epsilon_i| \end{align}
So if $\epsilon_i$ are all positive, this is correct.
If $\epsilon_i$ are all negative, then it should be $\sup_j [-\sum_j K_{ji}\epsilon_i]$