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Viac informácií o knihe Applied Compositional Data Analysis

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Anotácia knihy

This book presents the statistical analysis of compositional data using the log-ratio approach. It includes a wide range of classical and robust statistical methods adapted for compositional data analysis, such as supervised and unsupervised methods like PCA, correlation analysis, classification and regression. In addition, it considers special data structures like high-dimensional compositions and compositional tables. The methodology introduced is also frequently compared to methods which ignore the specific nature of compositional data. It focuses on practical aspects of compositional data analysis rather than on detailed theoretical derivations, thus issues like graphical visualization and preprocessing (treatment of missing values, zeros, outliers and similar artifacts) form an important part of the book. Since it is primarily intended for researchers and students from applied fields like geochemistry, chemometrics, biology and natural sciences, economics, and social sciences, all the proposed methods are accompanied by worked-out examples in R using the package robCompositions.

Parametre knihy

Zaradenie knihy Knihy po anglicky Society & social sciences Sociology & anthropology Sociology

• Celý názov: Applied Compositional Data Analysis
• Podnázov: With Worked Examples in R
• Autor: Peter Filzmoser, Karel Hron, Matthias Templ
• Jazyk: Angličtina
• Väzba: Pevná
• Počet strán: 280
• EAN: 9783319964201
• ISBN: 3319964208
• ID: 19693947
• Nakladateľ: Springer International Publishing AG
• Hmotnosť: 624 g
• Rozmery: 163 × 242 × 18 mm
• Dátum vydania: 13. November 2018

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