258 citations · 935 across the 92 of their papers we have counts for
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cs.LG2011★ 3 cited
Training Logistic Regression and SVM on 200GB Data Using b-Bit Minwise Hashing and Comparisons with Vowpal Wabbit (VW)
Ping Li, Anshumali Shrivastava, Christian Konig
We generated a dataset of 200 GB with 10^9 features, to test our recent b-bit minwise hashing algorithms for training very large-scale logistic regression and SVM. The results conf…
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…