102
Voted
COLT
15 years 6 months ago
2005 Springer  107
Voted
COLT
15 years 6 months ago
2005 Springer 
Abstract. We present a generalization of the Perceptron algorithm. The new algorithm performs a Perceptron-style update whenever the margin of an example is smaller than a predefi...
101
Voted
COLT
15 years 6 months ago
2005 Springer 
Abstract. We present several results related to ranking. We give a general margin-based bound for ranking based on the L∞ covering number of the hypothesis space. Our bound sugge...
114
Voted
COLT
15 years 2 months ago
2005 Springer 
External regret compares the performance of an online algorithm, selecting among N actions, to the performance of the best of those actions in hindsight. Internal regret compares ...
COLT
15 years 6 months ago
2005 Springer 
We start by showing that in an active learning setting, the Perceptron algorithm needs Ω( 1 ε2 ) labels to learn linear separators within generalization error ε. We then prese...
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Machine Learning