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PKDD
2010
Springer
179views Data Mining» more  PKDD 2010»
10 years 1 months ago
Laplacian Spectrum Learning
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
JMLR
2010
123views more  JMLR 2010»
10 years 1 months ago
Maximum Relative Margin and Data-Dependent Regularization
Leading classiļ¬cation 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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