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» Local Dimensionality Reduction
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ICCV
2009
IEEE
15 years 2 months ago
Local distance functions: A taxonomy, new algorithms, and an evaluation
We present a taxonomy for local distance functions where most existing algorithms can be regarded as approximations of the geodesic distance defined by a metric tensor. We categor...
Deva Ramanan, Simon Baker
PKDD
2004
Springer
116views Data Mining» more  PKDD 2004»
15 years 10 months ago
Random Matrices in Data Analysis
We show how carefully crafted random matrices can achieve distance-preserving dimensionality reduction, accelerate spectral computations, and reduce the sample complexity of certai...
Dimitris Achlioptas
CVPR
2005
IEEE
16 years 7 months ago
Combining Variable Selection with Dimensionality Reduction
Lior Wolf, Stanley M. Bileschi
125
Voted
CVPR
2007
IEEE
16 years 7 months ago
Dimensionality Reduction and Clustering on Statistical Manifolds
Sang-Mook Lee, A. Lynn Abbott, Philip A. Araman
129
Voted
ICIP
2000
IEEE
16 years 6 months ago
Dimensionality Reduction for Image Retrieval
Peng Wu, B. S. Manjunath, H. D. Shin