Applied Multivariate Statistics in Geohydrology and Related Sciences / Edition 1

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Overview

This book provides a background in multivariate statistical techniques in geohydrology and environmental statistics. It is organised in broad categories, which cover procedures that deal with interrelations among objects and samples and the interrelations of variables. The headings are further subdivided into techniques that require multivariate normal data and techniques that do not. It can be used as a textbook, a reference book for a graduate seminar, or key reference in libraries at earth science agencies and other institutions.

"...provides background necessary to apply modern multivariate statistical techniques in geohydrology and biostatistics...ideal for use as a valuable library reference, guide for graduate seminar, or as a textbook."

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Product Details

  • ISBN-13: 9783540618270
  • Publisher: Springer-Verlag New York, LLC
  • Publication date: 3/28/1998
  • Edition number: 1
  • Pages: 267
  • Product dimensions: 6.42 (w) x 9.54 (h) x 0.89 (d)

Table of Contents

Pt. I Introduction to General Statistical and Multivariate Concepts
Ch. 1 General Concepts 3
Ch. 2 Introduction to Multivariate Statistical Procedures 13
Pt. II Variable-Directed Procedures Based on Normal Distribution Assumptions
Ch. 3 Correlation 25
Ch. 4 Factor Analysis 37
Ch. 5 Canonical Correlation 53
Ch. 6 Multiple Regression 61
Ch. 7 Multivariate Analysis of Variance 79
Ch. 8 Multivariate Analysis of Covariance 93
Pt. III Variable-Directed Techniques not Based on Normal Distribution Assumptions
Ch. 9 Principal Components 103
Pt. IV Individual-Directed Techniques Based on Normal Distribution Assumptions
Ch. 10 Multiple Discriminant Analysis 115
Pt. V Individual-Directed Techniques not Based on Normal Distribution Assumptions
Ch. 11 Cluster Analysis 131
Ch. 12 Multiple Logistic Regression 147
Pt. VI Other Approaches to Explore Multivariate Data
Ch. 13 Coefficient of Variation 155
Ch. 14 Correspondence Analysis 159
Ch. 15 Multivariate Probit Analysis 167
Pt. VII Multivariate Measures of Space, Distance, and Time
Ch. 16 Multivariate Time Series Modeling 173
Ch. 17 Multivariate Spatial Measures 191
Pt. VIII Multivariate Data Preparation, Plotting, and Conclusions
Ch. 18 Multivariate Data Preparation and Plotting 201
Ch. 19 Summary and Generalizations of Multivariate Quantitative Procedures 213
Appendix Introduction to Numerical Analysis 225
References 233
Author Index 239
Subject Index 241
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