113 citations · 241 across the 31 of their papers we have counts for
Showing 2012 · cs.LGShow all
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cs.LG2012★ 23 cited
Efficient Active Learning of Halfspaces: an Aggressive Approach
Alon Gonen, Sivan Sabato, Shai Shalev-Shwartz
We study pool-based active learning of half-spaces. We revisit the aggressive approach for active learning in the realizable case, and show that it can be made efficient and practi…
cs.LG2012★ 14 cited
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Amit Daniely, Sivan Sabato, Shai Shalev Shwartz
We theoretically analyze and compare the following five popular multiclass classification methods: One vs. All, All Pairs, Tree-based classifiers, Error Correcting Output Codes (EC…