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170
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AI
2008
Springer
15 years 8 months ago
2008
Springer
Abstract. The purpose of this paper is to test the hypothesis that simple classifiers are more robust to changing environments than complex ones. We propose a strategy for generati...
191
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APPROX
2008
Springer
15 years 8 months ago
2008
Springer
In the field of robust optimization, the goal is to provide solutions to combinatorial problems that hedge against variations of the numerical parameters. This constitutes an effor...
197
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ESA
2008
Springer
15 years 8 months ago
2008
Springer
Online interval selection is a problem in which intervals arrive one by one, sorted by their left endpoints. Each interval has a length and a non-negative weight associated with i...
173
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SMA
2008
ACM
15 years 6 months ago
2008
ACM
Robust Statistics considers the quality of statistical decisions in the presence of deviations from the ideal model, where deviations are modelled by neighborhoods of a certain siz...
139
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ACL
2008
15 years 8 months ago
2008
Traditional Active Learning (AL) techniques assume that the annotation of each datum costs the same. This is not the case when annotating sequences; some sequences will take longe...