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I searched for the term and it appears in a few articles but it is used without explanation. The only explanation I could find is in a PhD thesis: "Regret bounds are the common thread in the analysis of online learning algorithms. A regret bound measures the performance of an online algorithm relative to the performance of a competing prediction mechanism, called a competing hypothesis."

I am still confused after reading this (I did not read the rest of the thesis as it is way above my understanding in that field). Could someone please explain? Many thanks in advance!

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