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» Cycle bases of graphs and sampled manifolds
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CAGD
2007
77views more  CAGD 2007»
13 years 5 months ago
Cycle bases of graphs and sampled manifolds
Craig Gotsman, Kanela Kaligosi, Kurt Mehlhorn, Dim...
ICASSP
2011
IEEE
12 years 9 months ago
Sampling on locally defined principal manifolds
We start with a locally defined principal curve definition for a given probability density function (pdf) and define a pairwise manifold score based on local derivatives of the...
Erhan Bas, Deniz Erdogmus
COLT
2005
Springer
13 years 11 months ago
Towards a Theoretical Foundation for Laplacian-Based Manifold Methods
In recent years manifold methods have attracted a considerable amount of attention in machine learning. However most algorithms in that class may be termed “manifold-motivated...
Mikhail Belkin, Partha Niyogi
PAMI
2002
184views more  PAMI 2002»
13 years 5 months ago
Identifying Faces in a 2D Line Drawing Representing a Manifold Object
A straightforward way to illustrate a 3D model is to use a line drawing. Faces in a 2D line drawing provide important information for reconstructing its 3D geometry. Manifold objec...
Jianzhuang Liu, Yong Tsui Lee, Wai-kuen Cham
ICPR
2006
IEEE
14 years 6 months ago
Graph-based transformation manifolds for invariant pattern recognition with kernel methods
We present here an approach for applying the technique of modeling data transformation manifolds for invariant learning with kernel methods. The approach is based on building a ke...
Alexei Pozdnoukhov, Samy Bengio