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» The Elastic Embedding Algorithm for Dimensionality Reduction
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ICML
2010
IEEE
13 years 6 months ago
The Elastic Embedding Algorithm for Dimensionality Reduction
We propose a new dimensionality reduction method, the elastic embedding (EE), that optimises an intuitive, nonlinear objective function of the low-dimensional coordinates of the d...
Miguel Á. Carreira-Perpiñán
ICPR
2000
IEEE
13 years 9 months ago
Piecewise Linear Two-Dimensional Warping
A new efficient dynamic programming (DP) algorithm for 2D elastic matching is proposed. The present DP algorithm requires by far less complexity than previous DPbased elastic mat...
Seiichi Uchida, Hiroaki Sakoe
APPROX
2008
Springer
103views Algorithms» more  APPROX 2008»
13 years 6 months ago
Ordinal Embedding: Approximation Algorithms and Dimensionality Reduction
Mihai Badoiu, Erik D. Demaine, MohammadTaghi Hajia...
ICML
2005
IEEE
14 years 5 months ago
Analysis and extension of spectral methods for nonlinear dimensionality reduction
Many unsupervised algorithms for nonlinear dimensionality reduction, such as locally linear embedding (LLE) and Laplacian eigenmaps, are derived from the spectral decompositions o...
Fei Sha, Lawrence K. Saul
CVPR
2005
IEEE
14 years 6 months ago
Graph Embedding: A General Framework for Dimensionality Reduction
In the last decades, a large family of algorithms supervised or unsupervised; stemming from statistic or geometry theory have been proposed to provide different solutions to the p...
Shuicheng Yan, Dong Xu, Benyu Zhang, HongJiang Zha...