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PMID: 7397598 Published · ppublish English Journal Article

On transforming biological data to Gaussian form.

Canadian journal of comparative medicine : Revue canadienne de medecine comparee ·Vol. 44 ·No. 1 ·1980-01-00 ·Pages 43-51

Holt J, Lumsden JH, Mullen K

Abstract

Much of the statistical analysis of biological data depends on the assumption that the data are Gaussian (or normal). Some well-known procedures which use this assumption are (i) t-tests (ii) analysis of variance (iii) regression estimation and their attendant tests. If the data are not Gaussian, one can use nonparametric statistical techniques, if they exist, but they often require larger amounts of data to obtain equally precise results (see for example Lumsden and Mullen (7) for a discussion of this with regard to reference value estimation). If the data are not Gaussian a fruitful approach to their analyses lies in trying to find a transformation which will render tham Gaussian. The data thus transformed to a Gaussian form, can be analyzed validly using standard statistical techniques. The process of finding a good transformation of the data has often been an arbitrary and ad hoc one. The purpose of this article is to look at a particular technique for attempting to render nonGaussian data Gaussian, and to illustrate its applicability and breadth of use.

MeSH Terms
Animals Cattle/blood Iron/blood Leukocyte Count Statistics as Topic
Chemicals
Iron
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Holt J
Lumsden J H
Mullen K
References (3)
3 references, click to expand
  1. On establishing reference values.
    Can J Comp Med. 1978 Jul;42(3):293-301 PMID: 688072
  2. Canine hematology and biochemistry reference values.
    Can J Comp Med. 1979 Apr;43(2):125-31 PMID: 497885
  3. Hematology and biochemistry reference values for female Holstein cattle.
    Can J Comp Med. 1980 Jan;44(1):24-31 PMID: 7397596
Article Info
Journal
Canadian journal of comparative medicine : Revue canadienne de medecine comparee
Abbr.
Can J Comp Med
ISSN
0008-4050
Published
1980-01-00
Pages
43-51
Language
English
Region
Canada
NLM ID
0151747
PMCID
PMC1320033
Subset
IM
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