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
Changes and Improvements
Introduction
Basic Concepts
General Processing Steps
Univariate Data
Statistical Tests
Bivariate Data
Correlation
Regression
Introduction
History of the Term Regression
Straight Line
Regression - Assumptions
Simple Regression - Summary
Residuals
Analysis of Residuals
Uncorrelated Residuals - Durbin-Watson Test
Confidence Interval
Curvilinear Regression
Regression after Linearisation
Leverage Effect
Coefficient of Determination
Logistisc Regression
Robust Regression
Derivation of a Univariate Regression Formula
Smoothing
Curve Fitting
Time Series
Calibration
Multivariate Data
Math Background
Exercises
Appendix
Last Update: 2012-10-08