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
Regression
Smoothing
Curve Fitting
Time Series
Introduction
Signals as Time Series
Time Dependence of Data
Trends
Time and Frequency
Fourier Transformation
Filtering Signals
Filtering in the Frequency Domain
Filters - Mathematical Background
Models for Time Series
Model Building
ARIMA Models
Establishing ARIMA models
Neural Network Models
Forecasting
Calibration
Multivariate Data
Math Background
Exercises
Appendix