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» On Computability of Pattern Recognition Problems
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ECCV
2010
Springer
15 years 7 months ago
Optimum Subspace Learning and Error Correction for Tensors
Confronted with the high-dimensional tensor-like visual data, we derive a method for the decomposition of an observed tensor into a low-dimensional structure plus unbounded but spa...
GRC
2008
IEEE
15 years 5 months ago
Neighborhood Smoothing Embedding for Noisy Manifold Learning
Manifold learning can discover the structure of high dimensional data and provides understanding of multidimensional patterns by preserving the local geometric characteristics. Ho...
Guisheng Chen, Junsong Yin, Deyi Li
122
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ICPR
2008
IEEE
15 years 11 months ago
A novel robust kernel for appearance-based learning
Robustness is one of the most critical issues in the appearance-based learning strategies. In this work, we propose a novel kernel that is robust against data corruption for vario...
Chia-Te Liao, Shang-Hong Lai
IPPS
1998
IEEE
15 years 8 months ago
A Scalable VLSI Architecture for Binary Prefix Sums
The task of computingbinary prefix sums (BPS, for short) arises, for example, in expression evaluation, data and storage compaction, and routing. This paper describes a scalable V...
Rong Lin, Koji Nakano, Stephan Olariu, Maria Crist...
CVPR
2008
IEEE
15 years 4 months ago
Robust learning of discriminative projection for multicategory classification on the Stiefel manifold
Learning a robust projection with a small number of training samples is still a challenging problem in face recognition, especially when the unseen faces have extreme variation in...
Duc-Son Pham, Svetha Venkatesh