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Simhash <strong>Computer</strong> Science, Texas A&M University • Removing two important features (e.g., with higher than average weights): ━ Note that bit 3 still flips, as last time Feature Hash weight word 1 0101 0.05 -0.05 +0.05 -0.05 +0.05 word 2 1101 0.02 +0.02 +0.02 -0.02 +0.02 word 3 0001 0.01 -0.01 -0.01 -0.01 +0.01 word 4 1110 0.03 +0.03 +0.03 +0.03 -0.03 word 5 0100 0.05 -0.05 +0.05 -0.05 -0.05 word 6 0011 0.09 -0.09 -0.09 +0.09 +0.09 Σ weight -0.05 -0.05 +0.09 +0.09 simhash 0 0 1 1 two-bit change 14
Agenda <strong>Computer</strong> Science, Texas A&M University • Introduction • Motivation and Objectives • Simhash • Bit Order • Experiments and Results • Conclusions and Future Work 15
Page 1 and 2: Probabilistic Near-Duplicate Comput
Page 3 and 4: Introduction Computer Science, Texa
Page 5 and 6: Agenda Computer Science, Texas A&M
Page 7 and 8: Motivation Computer Science, Texas
Page 11 and 12: Simhash Computer Science, Texas A&M
Page 13: Simhash Computer Science, Texas A&M
Page 17 and 18: Bit Order Computer Science, Texas A
Page 23 and 24: Experiments and Results Computer Sc
Page 25 and 26: Experiments and Results Computer Sc

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