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Road from Geochemistry to Geochemometrics

Autor Surendra P. Verma
en Limba Engleză Paperback – 29 aug 2020
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 professionalsin the area.
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Specificații

ISBN-13: 9789811392801
ISBN-10: 9811392803
Pagini: 669
Ilustrații: XIII, 669 p. 71 illus., 64 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.94 kg
Ediția:1st ed. 2020
Editura: Springer Nature Singapore
Colecția Springer
Locul publicării:Singapore, Singapore

Cuprins

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.

Notă biografică

Dr. S. P. Verma is a Geochemist dedicated to the study of Mexican volcanoes and geothermal fields, as well as to research in Analytical Geochemistry and Geochemometrics. He has published more than 250 peer-reviewed articles in international journals, book chapters, and peer-reviewed conference proceedings.

Textul de pe ultima copertă

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.

Caracteristici

Provides a solid tutorial, without the need for an in-depth grasp of geochemistry Includes a wealth of illustrations, computer programs, and examples/exercises Helps students acquaint themselves with the field and use appropriate tools for analysis Written by a leading expert on geochemistry