A Unified Model for Probabilistic Principal Surfaces

  title={A Unified Model for Probabilistic Principal Surfaces},
  author={K. Chang and Joydeep Ghosh},
  journal={IEEE Trans. Pattern Anal. Mach. Intell.},
  • K. Chang, Joydeep Ghosh
  • Published 2001
  • Computer Science
  • IEEE Trans. Pattern Anal. Mach. Intell.
  • Principal curves and surfaces are nonlinear generalizations of principal components and subspaces, respectively. They can provide insightful summary of high-dimensional data not typically attainable by classical linear methods. Solutions to several problems, such as proof of existence and convergence, faced by the original principal curve formulation have been proposed in the past few years. Nevertheless, these solutions are not generally extensible to principal surfaces, the mere computation… CONTINUE READING
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