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    IJON
    2008
    101views more  IJON 2008»
    Learning dynamics and robustness of vector quantization and neural gas
    13 years 9 months ago
    Learning dynamics and robustness of vector quantization and neural gas
    Download  www.cs.rug.nl
    Various alternatives have been developed to improve the Winner-Takes-All (WTA) mechanism in vector quantization, including the Neural Gas (NG). However, the behavior of these algo...
    Aree Witoelar, Michael Biehl, Anarta Ghosh, Barbar...
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    CDC
    2008
    IEEE
    123views Control Systems» more  CDC 2008»
    On distributed averaging algorithms and quantization effects
    14 years 4 months ago
    On distributed averaging algorithms and quantization effects
    Download  web.mit.edu
    —We consider distributed iterative algorithms for the averaging problem over time-varying topologies. Our focus is on the convergence time of such algorithms when complete (unqua...
    Angelia Nedic, Alexander Olshevsky, Asuman E. Ozda...
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    CVPR
    2012
    IEEE
    228views Computer Vision» more  CVPR 2012»
    Learning 3D object templates by hierarchical quantization of geometry and appearance spaces
    12 years 7 days ago
    Learning 3D object templates by hierarchical quantization of geometry and appearance spaces
    Download  www.stat.ucla.edu
    This paper presents a method for learning 3D object templates from view labeled object images. The 3D template is defined in a joint appearance and geometry space, and is compose...
    Wenze Hu
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    NN
    2006
    Springer
    113views Neural Networks» more  NN 2006»
    Large-scale data exploration with the hierarchically growing hyperbolic SOM
    13 years 9 months ago
    Large-scale data exploration with the hierarchically growing hyperbolic SOM
    Download  ani.www.techfak.uni-bielefeld.de
    We introduce the Hierarchically Growing Hyperbolic Self-Organizing Map (H2 SOM) featuring two extensions of the HSOM (hyperbolic SOM): (i) a hierarchically growing variant that al...
    Jörg Ontrup, Helge Ritter
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    NIPS
    1994
    120views Information Technology» more  NIPS 1994»
    Factorial Learning and the EM Algorithm
    13 years 11 months ago
    Factorial Learning and the EM Algorithm
    Download  learning.eng.cam.ac.uk
    Many real world learning problems are best characterized by an interaction of multiple independent causes or factors. Discovering such causal structure from the data is the focus ...
    Zoubin Ghahramani
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