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Compositional Data Analysis

Buch | Hardcover
304 Seiten
2025
Productivity Press (Verlag)
978-1-4987-2948-2 (ISBN)
95,95 inkl. MwSt
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Compositional Data Analysis (CoDA) refers to the analysis of all those vectors representing parts of a whole which only carry relative information. This type of data is ubiquitous in most applications, but especially in geology, chemistry, genetics and environmental sciences. The last comprehensive treatment was written by John Aitchison in 1986, so this book would represent a sort of updat of that classic book. Key points:



Comprehensive coverage of compositional data analysis
Provides sound theory, but does not require high level mathematics
Motivated well by realistic problems
Self contained
Enables analysis of substantive real problems

Interesting problems with compositional data. Constraints and problems they cause. Distance in simplex sample space. Covariance structure. Logistic normal and other distributions on the simplex. Log ratio analysis (alr, clr, ilr). Dimension reduction. Bases and compositions. Subcompositions and partitions. Zeros, rounding, measurement error. Compositions as covariates and mixtures. Integer compositions, multi-way compositions, compositional processes. Appendix A: R software for compositions. Appendix B: Bayesian analysis for compositional data.

Erscheint lt. Verlag 12.6.2025
Zusatzinfo 30 Illustrations, black and white
Verlagsort Portland
Sprache englisch
Maße 156 x 234 mm
Themenwelt Geisteswissenschaften Psychologie Allgemeine Psychologie
Mathematik / Informatik Mathematik
Naturwissenschaften Geowissenschaften Geologie
ISBN-10 1-4987-2948-7 / 1498729487
ISBN-13 978-1-4987-2948-2 / 9781498729482
Zustand Neuware
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