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When getting the ground truth for heavy hitter, getHeavyHitter in data.h simply takes the largest $K$ flows, and use the size of the $K$'th flow as the threshold $thr$. However there might be multiple flows of the same size as the $K$'th one, and when testing, we ask the sketch to retrieve all flows of size $\ge thr$, which will definitely result in a drop in the recall rate. This effect is significant when the flow size are distributed evenly.
A possible fix could be including all flows of size $\ge thr$ when calculating the ground truth.
The text was updated successfully, but these errors were encountered:
When getting the ground truth for heavy hitter,$K$ flows, and use the size of the $K$ 'th flow as the threshold $thr$ . However there might be multiple flows of the same size as the $K$ 'th one, and when testing, we ask the sketch to retrieve all flows of size $\ge thr$ , which will definitely result in a drop in the recall rate. This effect is significant when the flow size are distributed evenly.
getHeavyHitter
indata.h
simply takes the largestA possible fix could be including all flows of size$\ge thr$ when calculating the ground truth.
The text was updated successfully, but these errors were encountered: