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» Experiments with Random Projection

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ALT
2007
Springer

127views Machine Learning» more ALT 2007»

Learning Kernel Perceptrons on Noisy Data Using Random Projections

14 years 6 months ago

Download www.lif.univ-mrs.fr

In this paper, we address the issue of learning nonlinearly separable concepts with a kernel classiﬁer in the situation where the data at hand are altered by a uniform classiﬁc...

Guillaume Stempfel, Liva Ralaivola

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CVPR
2011
IEEE

425views Computer Vision» more CVPR 2011»

Accelerated Low-Rank Visual Recovery by Random Projection

13 years 5 months ago

Download www.lv-nus.org

Exact recovery from contaminated visual data plays an important role in various tasks. By assuming the observed data matrix as the addition of a low-rank matrix and a sparse matri...

Yadong Mu, Jian Dong, Xiaotong Yuan, Shuicheng Yan

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PKDD
2009
Springer

110views Data Mining» more PKDD 2009»

Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known

14 years 4 months ago

Download www.cs.adelaide.edu.au

Yingpeng Sang, Hong Shen, Hui Tian

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