4.4 Article

Weighted Pivot Coordinates for Compositional Data and Their Application to Geochemical Mapping

期刊

MATHEMATICAL GEOSCIENCES
卷 49, 期 6, 页码 797-814

出版社

SPRINGER HEIDELBERG
DOI: 10.1007/s11004-017-9684-z

关键词

Aitchison geometry; Orthonormal coordinates; Pivot coordinates; Geochemical mapping; National Geochemical Survey of Australia

资金

  1. COST Action CRoNoS [IC1408]

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The log ratio methodology converts compositional data, such as concentrations of chemical elements in a rock, from their original Aitchison geometry to interpretable real orthonormal coordinates, thereby allowing meaningful statistical processing and visualization. However, it must be taken into account that the original concentrations can be flawed by detection limit or imprecision problems that can severely affect the resulting coordinates. This paper aims to construct such orthonormal log ratio coordinates, called weighted pivot coordinates, that capture the relevant relative information about an original component and treat the redundant information in a controlled manner. Theoretical developments are supported by a thorough simulation study. Weighted pivot coordinates are then applied to the geochemical mapping of catchment outlet sediments from the National Geochemical Survey of Australia illustrating their advantage over possible alternatives.

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