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PDF-ImprovedConsistentSampling,WeightedMinhashandL1SketchingSergeyIoffeGoo

PDF-ImprovedConsistentSampling,WeightedMinhashandL1SketchingSergeyIoffeGoo

Author : danika-pritchard | Published Date : 2015-12-05

PkmaxSkTk1ThereisasimplerelationshipbetweenJaccardsimilarityand1distanceBecauseminSTSTjSTj 2andmaxSTSTjSTj 2ascanbeeasilyveriedbyconsideringthecasesSTandSTwehaveJSTkSk1kTk

Pkmax(Sk;Tk)(1)ThereisasimplerelationshipbetweenJaccardsimilarityand`1distance.Becausemin(S;T)=S+TjSTj 2andmax(S;T)=S+T+jSTj 2(ascanbeeasilyveriedbyconsideringthecasesSTandST) wehaveJ(S;T)=kSk1kTk

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