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AdFlush (F1 Score: 0.98) seems to do better than some other adblockers: AdGraph (F1 score: 0.93), WebGraph (F1 score: 0.90), and WTAgraph (F1 score: 0.84), but it begs the question: why not compare to the most popular adblockers: uBlock Origin, Adblock Plus etc. I think the authors want to compare apples with apples, so they only compare their algorithm to other adblockers that use algorithms, as opposed to those which use crowdsourced lists. The paper somewhat acknowledges this: > However, manual maintenance of these filter lists requires significant human effort Seems like one of those tasks where crowdsourcing scales so nicely (only one person has to report an ad for it to go into a crowdsourced list that blocks it for millions of others) that it makes an algorithmic approach unnecessary. |