Road from Geochemistry to Geochemometrics [electronic resource] /
Verma, Surendra P.author.
This book highlights major problems in the statistical analysis of compositions that have been known for over a century, as well as the corresponding solutions that have been put forward by specialists over the past 30 years. The basic assumptions of normality or multi-normality are pointed out and methods to test and achieve them are also covered. The conventional major and trace element geochemistry and modeling equations are discussed, and are followed by a more sophisticated multidimensional approach to data handling. The book’s main focus is on the use of statistical techniques to facilitate data interpretation. It also highlights the classification (or nomenclature) and tectonic discrimination aspects for both igneous and sedimentary rocks. The book concludes by discussing computer programs that are helping pave the way from geochemistry to geochemometrics. Written by a leading expert in the area of geochemistry, it offers a valuable guide for students and professionals in the area.
Basic Concepts of Geochemistry and Composition of Earth Materials -- Major Element Geochemistry -- Trace Element Geochemistry -- Basic Concepts of Statistics -- Handling of Univariate Data -- Discordancy Tests for Univariate Data -- Significance Tests -- Monte Carlo Simulation -- Bivariate Data and Calibration of Experimental Systems -- Multivariate Data -- Multidimensional techniques for Compositional data analysis -- Multidimensional diagrams for tectonic discrimination of igneous and sedimentary rocks -- Multidimensional Classification for Altered Igneous Rocks -- Statistical Criteria for the Presentation of Results of an Experiment.
This book highlights major problems in the statistical analysis of compositions that have been known for over a century, as well as the corresponding solutions that have been put forward by specialists over the past 30 years. The basic assumptions of normality or multi-normality are pointed out and methods to test and achieve them are also covered. The conventional major and trace element geochemistry and modeling equations are discussed, and are followed by a more sophisticated multidimensional approach to data handling. The book’s main focus is on the use of statistical techniques to facilitate data interpretation. It also highlights the classification (or nomenclature) and tectonic discrimination aspects for both igneous and sedimentary rocks. The book concludes by discussing computer programs that are helping pave the way from geochemistry to geochemometrics. Written by a leading expert in the area of geochemistry, it offers a valuable guide for students and professionals in the area.
Geochemistry.
Chemoinformatics.
Geology—Statistical methods.
Geomorphology.
Geochemistry.
Computer Applications in Chemistry.
Quantitative Geology.
Geomorphology.