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Topic: Dimensionality reduction


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In the News (Sat 25 May 13)

  
 dimensionality reduction - The reduction Spot   (Site not responding. Last check: 2007-10-10)
Local Dimensionality Reduction If globally high dimensional data has locally only low dimensional distributions, it is advantageous to perform a local dimensionality reduction before further...
The problem known as the "curse of dimensionality reduction" (Bellman, 1961) has been given a great deal of attention by researchers in the database and data...
Combinatorics use set mann whitney theorem combinatorics numerical recipes complexity syntactic syntactic dimensionality reduction, based on neural network k means linear matlab content based combinatorics mathworld combinatorics chi squared.
www.andersonsampservice.com /reduction/dimensionality-reduction.html   (502 words)

  
 Intelligent Robotics
Tenenbaum, de Silva and Langford, A global geometric framework for nonlinear dimensionality reduction.
Roweis and Saul, Nonlinear dimensionality reduction by locally linear embedding.
There is a growing literature of techniques for nonlinear dimensionality reduction that provides tools for tackling this problem.
www.cs.utexas.edu /users/kuipers/cs395T-S05.html   (2301 words)

  
 Matrix manifold   (Site not responding. Last check: 2007-10-10)
Learning a kernel matrix for nonlinear dimensionality reduction...
3rd ENOC Proceedings: The reduction method in the theory of Lie-algebraically in...
IngentaConnect The Evolution of the Stable and Unstable Manifold of an Equilibri...
www.scienceoxygen.com /math/702.html   (270 words)

  
 Learning Seminar (67618) homepage
Wray Buntine and Sami Perttu, Is Multinomial PCA Multi-faceted Clustering or Dimensionality Reduction?
A global geometric framework for nonlinear dimensionality reduction.
Amir Globerson and Naftali Tishby, Sufficient Dimensionality Reduction, JMLR, 2003.
www.cs.huji.ac.il /course/2004/learns   (386 words)

  
 FindArticles in Technometrics: May 2002
Early detection of reliability problems using information from warranty databases.
Geometric Data Analysis: an Empirical Approach to Dimensionality Reduction and the Study of Patterns
A modification of the Jaccard-Tanimoto similarity index for diverse selection of chemical compounds using binary strings.
www.findarticles.com /p/articles/mi_go2243/is_200205   (199 words)

  
 Recent Publications
Xie and T. Schlick, "A More Lenient Stopping Rule for Line Search Algorithms", Optim.
Xie, S. Singh, E. Fluder, and T. Schlick, "Principal Component Analysis Combined with Truncated-Newton Minimization for Dimensionality Reduction of Chemical Databases", Math.
Huang and T. Schlick, "Macroscopic Modeling and Simulations of Supercoiled DNA with Bound Proteins", J. Chem.
monod.biomath.nyu.edu /index/papers.html   (2814 words)

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