Units Recovery Methods in Compositional Data Analysis
Compositional data carry relative information. Hence, their statistical analysis has to be performed on coordinates with respect to a log-ratio basis. Frequently, the modeler is required to back-transform the estimates obtained with the modeling to have them in the original units such as euros, kg o...
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Veröffentlicht in: | Natural resources research (New York, N.Y.) N.Y.), 2021-08, Vol.30 (4), p.3045-3058 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Compositional data carry relative information. Hence, their statistical analysis has to be performed on coordinates with respect to a log-ratio basis. Frequently, the modeler is required to back-transform the estimates obtained with the modeling to have them in the original units such as euros, kg or mg/liter. Approaches for recovering original units need to be formally introduced and its properties explored. Here, we formulate and analyze the properties of two procedures: a simple approach consisting of adding a residual part to the composition and an approach based on the use of an auxiliary variable. Both procedures are illustrated using a geochemical data set where the original units are recovered when spatial models are applied. |
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ISSN: | 1520-7439 1573-8981 |
DOI: | 10.1007/s11053-020-09659-7 |