Skip to main content

Part of the book series: Statistics for Biology and Health ((SBH))

  • 12k Accesses

Abstract

IN THIS CHAPTER, we generalize the bivariate normal distribution from the previous chapter to an arbitrary number of dimensions. We also make use of the matrix notation. The mathematics is generally more dense and relies on the linear algebra notation covered in Chap. 4 In Sect. 4.5 we pointed out there is a limit on what computations we can reasonably perform by hand. For this reason, we illustrate these various operations with the help of R.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 49.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    Harold Hotelling (1885–1973). US mathematician, statistician, and economist.

  2. 2.

    Samuel Stanley Wilks (1906–1964). American mathematician, worked at Princeton University.

  3. 3.

    John Wishart (1898–1956). Scottish mathematician and statistician.

  4. 4.

    Prasanta Chandra Mahalanobis (1893–1972). Indian scientist and statistician.

References

  • Mardia KV (1970). Measures of multivariate skewness and kurtosis with applications. Biometrika 57: 519–30. Referenced on page 285.

    Google Scholar 

  • Schwager, SJ and Margolin BH (1982). Detection of multivariate normal outliers. Annals of Statistics 10: 943–954. Referenced on page 199.

    Google Scholar 

  • Székely GJ and Rizzo ML (2005). A new test for multivariate normality. Journal of Multivariate Analysis 93: 58–80. doi: 10.1016/j.jmva.2003.12.002. Referenced on page 200.

  • von Eye A, Bogat GA (2004). Testing the assumption of multivariate normality. Psychology Science 46: 243–258. Referenced on page 199.

    Google Scholar 

  • Wan H, Larsen LJ (2014). U.S. Census Bureau, American Community Survey Reports, ACS-29, Older Americans With a Disability: 2008–2012, U.S. Government Printing Office, Washington, DC, 2014. Referenced on page 205.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this chapter

Cite this chapter

Zelterman, D. (2015). Multivariate Normal Distribution. In: Applied Multivariate Statistics with R. Statistics for Biology and Health. Springer, Cham. https://doi.org/10.1007/978-3-319-14093-3_7

Download citation

Publish with us

Policies and ethics