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A Continuous-Time Approach to the Oblique Procrustes Problem

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Abstract

In the paper proposed we will make use of the gradient flow approach to consider a generalization of the well-known oblique Procrustes rotation problem, involving oblique simple structure rotation of both the core and component matrices resulting from three-mode factor analysis. The standard oblique Procrustes rotations to specified factor-structure and factor-pattern follw as special cases. The approach adopted leads to globally convergent algorithm and includes solving of initial value problem for certain matrix ordinary differential equation. Necessary conditions are established for the solution of the problem. The same approach is extended easily to the weighted oblique Procrustes rotation. Finally, some simulated numerical results are given and commented.

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References

  • Browne, M.W. (1967). On oblique Procrustes rotation, Psyckometrika, 32, 125–132.

    Article  MathSciNet  Google Scholar 

  • Browne, W.M. (1972). Oblique rotation to a partially specified target, British Journal of Mathematical and Statistical Psychology, 25, 207–212.

    Article  Google Scholar 

  • Browne, M.W. & Kristof, W. (1969). On the oblique rotation of a factor matrix to a specified pattern, Psyckometrika, 34, 237–248.

    Article  Google Scholar 

  • Chu, M.T. & Driessel, K.R. (1990). The projected gradient method for least squares matrix approximations with spectral constraints, SIAM Journal of Numerical Analysis, 27, 1050–1060.

    Article  MathSciNet  Google Scholar 

  • Chu, M.T. & Trendafilov, N.T. On a differential equation approach to the weighted orthogonal Procrustes problem. Statistics & Computing, 1998, 8, 125–133.

    Article  Google Scholar 

  • Chu, M.T. & Trendafilov, N.T. The orthogonally constrained regression revisited, submitted.

  • Cox, T.F. & Cox, M.A.A. (1995). Multidimensional Scaling. London: Chapman & Hall.

    MATH  Google Scholar 

  • Cramer, E.M. (1974). On Browne’s solution for oblique Procrustes rotation, Psyckometrika, 39, 139–163.

    MATH  Google Scholar 

  • Eldén, L. (1977). Algorithms for the regularization of ill-conditioned least squares problems. BIT, 17, 134–145.

    Article  MathSciNet  Google Scholar 

  • Eldén, L. & Park, H. (1999). A Procrustes problem on the Stiefel manifold. Numerische Mathematik, 82, 599–619.

    Article  MathSciNet  Google Scholar 

  • Gill, P.E., Murray, W., & Wright, M.H. (1981). Practical Optimization, Academic Press, Florida.

    MATH  Google Scholar 

  • Golub, G.H. & Van Loan, C.F. (1989). Matrix Computation, 2nd ed., The Johns Hopkins University Press, Baltimore.

    MATH  Google Scholar 

  • Gower, J.C. (1984). Multivariate analysis: Ordination, multidimensional scaling and allied topics. In Emlyn Lloyd (Ed.), Handbook of Applicable Mathematics, Volume IV: Statistics, part B. New York: John Wiley & Sons.

    Google Scholar 

  • Gruvaeus, G.T. (1970). A general approach to Procrustes pattern rotation, Psychometrika, 35, 493–505.

    Article  Google Scholar 

  • Helmke, U. & Moore, J.B. (1994) Optimization and Dynamical Systems, London: Springer Verlag.

    Book  Google Scholar 

  • Hirsch, M.W. & Smale, S. (1974). Differential Equations, Dynamical Systems, and Linear Algebra. London: Academic Press.

    MATH  Google Scholar 

  • Kiers, H.A.L. (1990). Majorization as a tool for optimizing a class of matrix functions, Psychomelrika, 55, 417–428.

    Article  MathSciNet  Google Scholar 

  • Kiers, H.A.L. & ten Berge, J.M.F. (1992). Minimization of a class of matrix trace functions by means of refined majorization, Psychometrika, 57, 371–382.

    Article  MathSciNet  Google Scholar 

  • Kiers, H.A.L., personal communication.

  • Koschat, M.A. & Swayne, D.F. (1991). A weighted Procrustes criterion. Psychometrika, 56, 229–239.

    Article  Google Scholar 

  • Mooijaart, A. & Commandeur, J.J.F. (1990). A general solution of the weighted orthonormal Procrustes problem. Psychometrika, 55, 657–663.

    Article  Google Scholar 

  • Mosier, C.I. (1939). Determining a simple structure when loadings for certain tests are known. Psychometrika, 4, 149–162.

    Article  Google Scholar 

  • Mulaik, S.A. (1972). The Foundations of Factor Analysis. New York: McGraw-Hill.

    MATH  Google Scholar 

  • Palis, J. & de Melo, W. (1982). Geometric Theory of Dynamical Systems: An Introduction. New York: Springer-Verlag.

    Book  Google Scholar 

  • Peitgen, H.-O. & Richter, P.H. (1986). The Beauty of Fractals. Berlin: Springer-Verlag.

    Book  Google Scholar 

  • Shampine, L.F. & Reichelt, M.W. (1997). The MATLAB ODE suite. SIAM Journal on Scientific Computing, 18, 1–22.

    Article  MathSciNet  Google Scholar 

  • Smale, S. (1960). Morse inequalities for a dynamical systems. Bulletin of the American Mathematical Society, 66, 43–49.

    Article  MathSciNet  Google Scholar 

  • Smale, S. (1961). On gradient dynamical systems, Annals of Mathematics, 74, 199–206.

    Article  MathSciNet  Google Scholar 

  • Stuart, A.M. & Humphries, A.R. (1996). Dynamical Systems and Numerical Analysis. Cambridge, UK: Cambridge University Press.

    MATH  Google Scholar 

  • ten Berge, J.M.F. (1977). Orthogonal Procrustes rotation for two or more matrices, Psychometrika, 42, 267–276.

    Article  MathSciNet  Google Scholar 

  • ten Berge, J.M.F. & Nevels, K. (1977). A general solution to Mosier’s oblique Procrestes problem, Psychometrika, 42, 593–600.

    Article  MathSciNet  Google Scholar 

  • ten Berge, J.M.F. (1991). A general solution for a class of weakly constrained linear regression problems, Psychometrika, 56, 601–609.

    Article  MathSciNet  Google Scholar 

  • Tucker, L.R. (1966). Some mathematical notes on three-mode factor analysis, Psychometrika, 31, 279–311.

    Article  MathSciNet  Google Scholar 

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This research was performed while visiting ESAT/SISTA, Katholieke Universiteit Leuven and was supported by DWTC, Flemish Goverment, BELGIUM.

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Trendafilov, N.T. A Continuous-Time Approach to the Oblique Procrustes Problem. Behaviormetrika 26, 167–181 (1999). https://doi.org/10.2333/bhmk.26.167

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  • DOI: https://doi.org/10.2333/bhmk.26.167

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