1080 search results - page 36 / 216 » Hedging predictions in machine learning |
144
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ICML
2008
IEEE
16 years 5 months ago
2008
IEEE
In many retrieval tasks, one important goal involves retrieving a diverse set of results (e.g., documents covering a wide range of topics for a search query). First of all, this r...
122
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COLT
2008
Springer
15 years 6 months ago
2008
Springer
Prediction from expert advice is a fundamental problem in machine learning. A major pillar of the field is the existence of learning algorithms whose average loss approaches that ...
133
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NIPS
2008
15 years 5 months ago
2008
We investigate a topic at the interface of machine learning and cognitive science. Human active learning, where learners can actively query the world for information, is contraste...
145
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ICML
1990
IEEE
15 years 8 months ago
1990
IEEE
We present an approach to modeling the average case behavior of learning algorithms. Our motivation is to predict the expected accuracy of learning algorithms as a function of the...
122
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ICML
2005
IEEE
16 years 5 months ago
2005
IEEE
Low-rank matrix decompositions are essential tools in the application of kernel methods to large-scale learning problems. These decompositions have generally been treated as black...