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    » Linear Dependent Dimensionality Reduction
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    PODS
    2001
    ACM
    190views Database» more  PODS 2001»
    On the Effects of Dimensionality Reduction on High Dimensional Similarity Search
    14 years 10 months ago
    On the Effects of Dimensionality Reduction on High Dimensional Similarity Search
    Download  www.charuaggarwal.net
    The dimensionality curse has profound e ects on the effectiveness of high-dimensional similarity indexing from the performance perspective. One of the well known techniques for im...
    Charu C. Aggarwal
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    TIT
    2008
    141views more  TIT 2008»
    Dimensionality Reduction for Distributed Estimation in the Infinite Dimensional Regime
    13 years 10 months ago
    Dimensionality Reduction for Distributed Estimation in the Infinite Dimensional Regime
    Download  rr.epfl.ch
    Distributed estimation of an unknown signal is a common task in sensor networks. The scenario usually envisioned consists of several nodes, each making an observation correlated wi...
    Olivier Roy, Martin Vetterli
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    PAMI
    2008
    162views more  PAMI 2008»
    Dimensionality Reduction of Clustered Data Sets
    13 years 9 months ago
    Dimensionality Reduction of Clustered Data Sets
    Download  eprints.pascal-network.org
    We present a novel probabilistic latent variable model to perform linear dimensionality reduction on data sets which contain clusters. We prove that the maximum likelihood solution...
    Guido Sanguinetti
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    VLSISP
    2002
    139views more  VLSISP 2002»
    A Modified Minimum Classification Error (MCE) Training Algorithm for Dimensionality Reduction
    13 years 9 months ago
    A Modified Minimum Classification Error (MCE) Training Algorithm for Dimensionality Reduction
    Download  maxwell.me.gu.edu.au
    Dimensionality reduction is an important problem in pattern recognition. There is a tendency of using more and more features to improve the performance of classifiers. However, not...
    Xuechuan Wang, Kuldip K. Paliwal
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    KDD
    2002
    ACM
    146views Data Mining» more  KDD 2002»
    Non-linear dimensionality reduction techniques for classification and visualization
    14 years 10 months ago
    Non-linear dimensionality reduction techniques for classification and visualization
    Download  infolab.usc.edu
    Michail Vlachos, Carlotta Domeniconi, Dimitrios Gu...
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