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PKDD
2010
Springer
179views Data Mining» more  PKDD 2010»
Laplacian Spectrum Learning
10 years 1 months ago
Laplacian Spectrum Learning
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Abstract. The eigenspectrum of a graph Laplacian encodes smoothness information over the graph. A natural approach to learning involves transforming the spectrum of a graph Laplaci...
Pannagadatta K. Shivaswamy, Tony Jebara
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JMLR
2010
123views more  JMLR 2010»
Maximum Relative Margin and Data-Dependent Regularization
10 years 1 months ago
Maximum Relative Margin and Data-Dependent Regularization
Download  www.cs.columbia.edu
Leading classification methods such as support vector machines (SVMs) and their counterparts achieve strong generalization performance by maximizing the margin of separation betw...
Pannagadatta K. Shivaswamy, Tony Jebara
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