1863 search results - page 153 / 373 » A supervised learning approach for imbalanced data sets |
128
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NIPS
1994
15 years 5 months ago
1994
Ideally pattern recognition machines provide constant output when the inputs are transformed under a group G of desired invariances. These invariances can be achieved by enhancing...
168
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ICTAI
2006
IEEE
15 years 10 months ago
2006
IEEE
In order for an autonomous agent to behave robustly in a variety of environments, it must have the ability to learn approximations to many different functions. The function approx...
164
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SSDBM
2010
IEEE
15 years 9 months ago
2010
IEEE
Similarity search and data mining often rely on distance or similarity functions in order to provide meaningful results and semantically meaningful patterns. However, standard dist...
188
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ACL
2010
15 years 2 months ago
2010
Information-extraction (IE) systems seek to distill semantic relations from naturallanguage text, but most systems use supervised learning of relation-specific examples and are th...
175
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AAAI
2012
13 years 7 months ago
2012
It is well known that exploiting label correlations is important for multi-label learning. Existing approaches typically exploit label correlations globally, by assuming that the ...