activity
20092012
most citedb-Bit Minwise Hashing in Practice: Large-Scale Batch and Online Learning and Using GPUs for Fast Preprocessing with Simple Hash Functions

5 citations · 23 across the 8 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…

cs.LG2011★ 3 cited

b-Bit Minwise Hashing for Large-Scale Linear SVM

Ping Li, Joshua Moore, Christian Konig

In this paper, we propose to (seamlessly) integrate b-bit minwise hashing with linear SVM to substantially improve the training (and testing) efficiency using much smaller memory,…