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» Soft-Supervised Learning for Text Classification
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KDD
2009
ACM
156views Data Mining» more  KDD 2009»
14 years 6 months ago
Effective multi-label active learning for text classification
Labeling text data is quite time-consuming but essential for automatic text classification. Especially, manually creating multiple labels for each document may become impractical ...
Bishan Yang, Jian-Tao Sun, Tengjiao Wang, Zheng Ch...
EMNLP
2010
13 years 3 months ago
Cross Language Text Classification by Model Translation and Semi-Supervised Learning
In this paper, we introduce a method that automatically builds text classifiers in a new language by training on already labeled data in another language. Our method transfers the...
Lei Shi, Rada Mihalcea, Mingjun Tian
ICONFERENCE
2011
12 years 9 months ago
Modeling diverse standpoints in text classification: learning to be human by modeling human values
An annotator’s classification of a text not only tells us something about the intent of the text’s author, it also tells us something about the annotator’s standpoint. To un...
Kenneth R. Fleischmann, Thomas Clay Templeton, Jor...
FSKD
2005
Springer
80views Fuzzy Logic» more  FSKD 2005»
13 years 11 months ago
A Novel Field Learning Algorithm for Dual Imbalance Text Classification
Ling Zhuang, Honghua Dai, Xiaoshu Hang