高级算法 (Fall 2017)/Hashing and Sketching
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Contents
1
Count Distinct Elements
1.1
First trial: an estimator by hashing
1.2
Flajolet-Martin algorithm
1.2.1
Markov and Chebyshev inequality
1.2.2
Analysis of Flajolet-Martin estimator
2
Membership of Set
2.1
Perfect hashing
2.1.1
FKS perfect hashing
2.1.2
Cuckoo hashing
2.2
Approximate set membership
2.2.1
Bloom filter
3
Heavy Hitter
3.1
Count-min sketch
Count Distinct Elements
First trial: an estimator by hashing
Flajolet-Martin algorithm
Markov and Chebyshev inequality
Analysis of Flajolet-Martin estimator
Membership of Set
Perfect hashing
FKS perfect hashing
Cuckoo hashing
Approximate set membership
Bloom filter
Heavy Hitter
Count-min sketch
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