- A unifying review of linear gaussian modelsS 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...
- Nonlinear dimensionality reduction by locally linear embeddingS 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...