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» Hierarchical sampling for active learning
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ICML
2005
IEEE
14 years 11 months ago
Active learning for sampling in time-series experiments with application to gene expression analysis
Many time-series experiments seek to estimate some signal as a continuous function of time. In this paper, we address the sampling problem for such experiments: determining which ...
Rohit Singh, Nathan Palmer, David K. Gifford, Bonn...
SDM
2010
SIAM
195views Data Mining» more  SDM 2010»
14 years 6 days ago
Adaptive Informative Sampling for Active Learning
Many approaches to active learning involve periodically training one classifier and choosing data points with the lowest confidence. An alternative approach is to periodically cho...
Zhenyu Lu, Xindong Wu, Josh Bongard
ACL
2008
14 years 6 days ago
Assessing the Costs of Sampling Methods in Active Learning for Annotation
Traditional Active Learning (AL) techniques assume that the annotation of each datum costs the same. This is not the case when annotating sequences; some sequences will take longe...
Robbie Haertel, Eric K. Ringger, Kevin D. Seppi, J...
AIRWEB
2009
Springer
14 years 5 months ago
An empirical study on selective sampling in active learning for splog detection
Taichi Katayama, Takehito Utsuro, Yuuki Sato, Taka...