1224 search results - page 126 / 245 » On the Optimality of the Dimensionality Reduction Method |
179
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ICASSP
2010
IEEE
15 years 6 months ago
2010
IEEE
The problem of minimizing the rank of a matrix subject to linear equality constraints arises in applications in machine learning, dimensionality reduction, and control theory, and...
211
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CORR
2006
Springer
15 years 6 months ago
2006
Springer
Given a sample from a probability measure with support on a submanifold in Euclidean space one can construct a neighborhood graph which can be seen as an approximation of the subm...
144
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PR
2006
15 years 6 months ago
2006
Gaussian fields (GF) have recently received considerable attention for dimension reduction and semi-supervised classification. In this paper we show how the GF framework can be us...
185
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ICML
2010
IEEE
15 years 4 months ago
2010
IEEE
Many clustering algorithms only find one clustering solution. However, data can often be grouped and interpreted in many different ways. This is particularly true in the high-dim...
163
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ICRA
2010
IEEE
15 years 4 months ago
2010
IEEE
Abstract-- Motion planning of deformable objects is challenging due to the high degrees-of-freedom inherent in deformation as well as the computational cost of producing physically...