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stat.ML2011★ 5 cited
Accurate Estimators for Improving Minwise Hashing and b-Bit Minwise Hashing
Ping Li, Christian Konig
Minwise hashing is the standard technique in the context of search and databases for efficiently estimating set (e.g., high-dimensional 0/1 vector) similarities. Recently, b-bit mi…
stat.ML2011★ 105 cited
Hashing Algorithms for Large-Scale Learning
Ping Li, Anshumali Shrivastava, Joshua Moore +1
In this paper, we first demonstrate that b-bit minwise hashing, whose estimators are positive definite kernels, can be naturally integrated with learning algorithms such as SVM and…