S T Roweis

Summary

Affiliation: University College London
Country: UK

Publications

  1. ncbi A unifying review of linear gaussian models
    S Roweis
    Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
    Neural Comput 11:305-45. 1999
  2. ncbi Nonlinear dimensionality reduction by locally linear embedding
    S T Roweis
    Gatsby Computational Neuroscience Unit, University College London, 17 Queen Square, London WC1N 3AR, UK
    Science 290:2323-6. 2000

Detail Information

Publications2

  1. ncbi A unifying review of linear gaussian models
    S Roweis
    Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
    Neural Comput 11:305-45. 1999
    ..We also review some of the literature involving global and local mixtures of the basic models and provide pseudocode for inference and learning for all the basic models...
  2. ncbi Nonlinear dimensionality reduction by locally linear embedding
    S T Roweis
    Gatsby Computational Neuroscience Unit, University College London, 17 Queen Square, London WC1N 3AR, UK
    Science 290:2323-6. 2000
    ..By exploiting the local symmetries of linear reconstructions, LLE is able to learn the global structure of nonlinear manifolds, such as those generated by images of faces or documents of text...