A spike is identified by a high sharply above the days on either side, a close near the day's low, and a strong preceding trend.
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We prove theoretical guarantees on the cumulative losses of the algorithms. We kernelize one of the algorithms and prove theoretical guarantees on the loss of the kernelized version.