• George A. F. Seber
Part of the Springer Series in Statistics book series (SSS)


Linear algebra is used extensively throughout this book and those topics particularly relevant to the development in this monograph are given within the chapters; other results are given in the Appendix. References to the Appendix are labeled with a prefix “A”, for example A.3 is theorem 3 in the Appendix. Vectors and matrices are denoted by boldface letters a and A, respectively, and scalars are denoted by italics. For example, a = (a i ) is a vector with ith element a i and A = (a ij ) is a matrix with i, jth element a ij . I shall use the same notation with random variables, because using uppercase for random variables and lowercase for their values can cause confusion with vectors and matrices. We endeavor, however, to help the reader by using the lower case letters in the latter half of the alphabet, namely u, v, , z, with the occasional exception (because of common usage) for random variables and the rest of the alphabet for constants. All vectors and matrices contain real elements, that is belong to \(\mathbb{R}\), and we denote n-dimensional Euclidean space by \(\mathbb{R}^{n}\).


Vector Space Lagrange Multiplier Multivariate Normal Distribution Lower Case Letter Projection Matrice 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.


  1. Atiqullah, M. (1962). The estimation of residual variance in quadratically balanced least squares problems and the robustness of the F test. Biometrika, 49, 83–91.zbMATHMathSciNetCrossRefGoogle Scholar
  2. Johnson, N. L., Kotz, S., & Balakrishnan, N. (1994). Continuous univariate distributions (Vol. 1, 2nd ed.). New York: Wiley.Google Scholar
  3. Seber, G. A. F. (1971). Estimating age-specific survival rates from bird-band returns when the reporting rate is constant. Biometrika, 58(3), 491–497.zbMATHMathSciNetCrossRefGoogle Scholar
  4. Seber, G. A. F. (2008). A matrix handbook for statisticians. New York: Wiley.Google Scholar
  5. Seber, G. A. F., & Lee, A. J. (2003). Linear regression analysis (2nd ed.). New York: Wiley.zbMATHCrossRefGoogle Scholar

Copyright information

© Springer International Publishing Switzerland 2015

Authors and Affiliations

  • George A. F. Seber
    • 1
  1. 1.Department of StatisticsThe University of AucklandAucklandNew Zealand

Personalised recommendations