Skip to main content
Log in

The rigid orthogonal Procrustes rotation problem

  • Published:
Psychometrika Aims and scope Submit manuscript

Abstract

The problem of rotating a matrix orthogonally to a best least squares fit with another matrix of the same order has a closed-form solution based on a singular value decomposition. The optimal rotation matrix is not necessarily rigid, but may also involve a reflection. In some applications, only rigid rotations are permitted. Gower (1976) has proposed a method for suppressing reflections in cases where that is necessary. This paper proves that Gower’s solution does indeed give the best least squares fit over rigid rotation when the unconstrained solution is not rigid. Also, special cases that have multiple solutions are discussed.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Commandeur, J.J.F., Kroonenberg, P.M., & Dunn, W.J. (2004). A dedicated generalized Procrustes algorithm for consensus molecular alignment. Journal of Chemometrics, 18, 37–42.

    Article  Google Scholar 

  • Fischer, G.H., & Roppert, J. (1965). Ein Verfahren der Transformationsanalyse faktorenanalytischer Ergebnisse. In J. Roppert & G.H. Fischer (Eds.), Lineare Strukturen in Mathematik und Statistik. Wien/Wurzburg: Physica Verlag.

    Google Scholar 

  • Gower, J.C. (1976). Procrustes rotation problems. The Mathematical Scientist, 1 (Supplement), 12–15.

    Google Scholar 

  • Gower, J.C., & Dijksterhuis, G.B. (2004). Procrustes problems. Oxford: Oxford University Press.

    Google Scholar 

  • Söderkvist, I., & Wedin, P-A. (1993). Determining the movements of the skeleton using well-configured markers. Journal of Biomechanics, 26, 1473–1477.

    Article  PubMed  Google Scholar 

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

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jos M. F. ten Berge.

Additional information

The author is obliged to Henk Kiers and Alwin Stegeman for helpful comments on a previous draft.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Berge, J.M.F.t. The rigid orthogonal Procrustes rotation problem. Psychometrika 71, 201–205 (2006). https://doi.org/10.1007/s11336-004-1160-5

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11336-004-1160-5

Keywords

Navigation