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» Hierarchical Unsupervised Learning
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196
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ICIP
2010
IEEE
15 years 4 months ago
Object detection and segmentation on a hierarchical region-based image representation
In this paper we present a general framework for object detection and segmentation. Using a bottom-up unsupervised merging algorithm, a region-based hierarchy that represents the ...
Verónica Vilaplana, Ferran Marqués, ...
197
Voted
JMLR
2010
106views more  JMLR 2010»
15 years 2 months ago
Why Does Unsupervised Pre-training Help Deep Learning?
Much recent research has been devoted to learning algorithms for deep architectures such as Deep Belief Networks and stacks of auto-encoder variants, with impressive results obtai...
Dumitru Erhan, Yoshua Bengio, Aaron C. Courville, ...
154
Voted
MLDM
2007
Springer
16 years 1 months ago
Critical Scale for Unsupervised Cluster Discovery
Tomoya Sakai, Atsushi Imiya, Takuto Komazaki, Shio...
BIBM
2008
IEEE
142views Bioinformatics» more  BIBM 2008»
16 years 1 months ago
Using Global Sequence Similarity to Enhance Biological Sequence Labeling
Identifying functionally important sites from biological sequences, formulated as a biological sequence labeling problem, has broad applications ranging from rational drug design ...
Cornelia Caragea, Jivko Sinapov, Drena Dobbs, Vasa...