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
Multivariate Data
Introduction
Survey on Multivariate Methods
Basic Knowledge
Experimental Design
Optimization
Introduction
Phase Space
Response Function
Visualization of the Response Function
Survey of Methods
Optimization Methods
Brute Force Approach
Gradient Descent Methods
Simplex Algorithm
Monte Carlo Simulations
Genetic Algorithms
Modeling
Math Background
Exercises
Appendix