109 search results - page 1 / 22 » A two-stage approach to domain adaptation for statistical cl... |
112
Voted
CIKM
2007
Springer
15 years 11 months ago
2007
Springer
154
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JAIR
2006
15 years 5 months ago
2006
The most basic assumption used in statistical learning theory is that training data and test data are drawn from the same underlying distribution. Unfortunately, in many applicati...
195
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JMLR
2012
13 years 8 months ago
2012
We study the prevalent problem when a test distribution differs from the training distribution. We consider a setting where our training set consists of a small number of sample d...
150
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WWW
2011
ACM
15 years 14 days ago
2011
ACM
We propose a method to adapt an existing relation extraction system to extract new relation types with minimum supervision. Our proposed method comprises two stages: learning a lo...
139
Voted
IDEAL
2004
Springer
15 years 11 months ago
2004
Springer
We present an approach to classification of biomedical terms based on the information acquired automatically from the corpus of relevant literature. The learning phase consists of...