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Showing 1 to 2 of 2 for “"Principal surfaces"”.

  1. Biplots based on principal surfaces

    Principal surfaces are smooth two-dimensional surfaces that pass through the middle of a p-dimensional data set. They minimise the distance from the data points, and provide a nonlinear summary of the data. The surfaces are nonparametric and their shape is suggested by the data. The formation of a …

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  2. Principal points, principal curves and principal surfaces

    … This dissertation explores the theory of principal points and principal curves as approximation methods to a distribution. Principal points of a distribution have been initially introduced by Flury (1990) who tackled the problem of optimal grouping in multivariate data. In essence, …

    cape-town Repository record for Principal points, principal curves and principal surfaces (opens in a new tab)