1984
DOI: 10.1007/bf01029316
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The statistical analysis of geochemical compositions

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Cited by 155 publications
(82 citation statements)
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“…Ordination analysis thus was done on fractional compositions that sum to unity, and for which the proportions of the different chemical compounds are not independent within a sample. Accordingly, a centered log ratio transformation (Aitchison 1984; Pawlosky-Glahn and Egozcue 2006) was employed prior to principal components analysis and its canonical equivalent, redundancy analysis, performed using CANOCO 4.5 (ter Braak and Smilauer 2002). In the case where a component was not detected, "0.00000001" was used in place of "0" as the relative peak area for that component in the calculation of centered log ratios (Aitchison and Egozcue 2005).…”
Section: Methodsmentioning
confidence: 99%
“…Ordination analysis thus was done on fractional compositions that sum to unity, and for which the proportions of the different chemical compounds are not independent within a sample. Accordingly, a centered log ratio transformation (Aitchison 1984; Pawlosky-Glahn and Egozcue 2006) was employed prior to principal components analysis and its canonical equivalent, redundancy analysis, performed using CANOCO 4.5 (ter Braak and Smilauer 2002). In the case where a component was not detected, "0.00000001" was used in place of "0" as the relative peak area for that component in the calculation of centered log ratios (Aitchison and Egozcue 2005).…”
Section: Methodsmentioning
confidence: 99%
“…Compositional data transformations, such as log and log-ratio (Aitkison, 1984;Baxter, 1992), were carried out before PCA, and compared with the results of untransformed normalized data analysis; given the agreement of the analytical groups retrieved with the different transformations, only results on standardized chemical data are presented.…”
Section: Laboratory Analysesmentioning
confidence: 99%
“…This is known as subcompositional incoherence. Detailed discussions on the properties of compositional data and their consequences can be found in Aitchison (1984Aitchison ( , 1986, Chayes 1971, Rock (1988 and Rollinson (1992), amongst others. However, the essential consequence of these properties is that standard statistical techniques devised for unconstrained random variables, cannot be used to analyse compositional data in crude or raw form (e.g.…”
Section: Essential Properties and Their Consequencesmentioning
confidence: 99%
“…John Aitchison laid the foundations of a new approach to the statistical analysis of compositional data through work undertaken in the early 1980s (Aitchison 1981(Aitchison , 1982(Aitchison , 1983(Aitchison , 1984, culminating in the monograph that brought this work together (Aitchison 1986). He recognized that although new analytical methods had been developed for other forms of constrained data, such as directional data, whose vectors are confined by a unit length constraint, there were none for those data confined by the constant sum.…”
Section: A New Approach: Relative Variations and Log-ratiosmentioning
confidence: 99%