Fundamentals of Statistics
contains material of various lectures and courses of H. Lohninger on statistics, data analysis and chemometrics...
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Index
Editorial
Introduction
Basic Concepts
General Processing Steps
Univariate Data
Statistical Tests
Bivariate Data
Correlation
Introduction
Correlation and Causality
Examples of Correlations
Measures of Association - an Overview
Covariance
Pearson's Correlation Coefficient
Distribution of the Correlation Coefficient
Tied Observations
Spearman's Rank Correlation
Contingency Table
Contingency Coefficient
Kendall's Tau-a
Kruskal's Gamma
Autocorrelation
Spurious Correlation
Confounded Variables
Regression
Smoothing
Curve Fitting
Time Series
Calibration
Multivariate Data
Math Background
Exercises
Appendix