1080 search results - page 82 / 216 » Hedging predictions in machine learning |
144
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ACL
2012
13 years 7 months ago
2012
With a few exceptions, discriminative training in statistical machine translation (SMT) has been content with tuning weights for large feature sets on small development data. Evid...
124
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PKDD
2009
Springer
15 years 11 months ago
2009
Springer
Most accurate predictions are typically obtained by learning machines with complex feature spaces (as e.g. induced by kernels). Unfortunately, such decision rules are hardly access...
142
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COLT
1999
Springer
15 years 9 months ago
1999
Springer
We present a unified framework for reasoning about worst-case regret bounds for learning algorithms. This framework is based on the theory of duality of convex functions. It brin...
111
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ICML
2000
IEEE
16 years 5 months ago
2000
IEEE
SwiftFile is an intelligent assistant that helps users organize their e-mail into folders. SwiftFile uses a text classifier to predict where each new message is likely to be filed...
132
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TKDE
2008
15 years 4 months ago
2008
We present a method for explaining predictions for individual instances. The presented approach is general and can be used with all classification models that output probabilities...