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
Definition of basic terms
The Data
Observations and Variables
Data Matrices
Descriptive Statistics
Inferential Statistics
Exploratory Data Analysis
Random Experiment
Random Variable
Variability
Frequency
Parameters
Population and Sample
Samples
Representative Samples
Degrees of Freedom
Robustness
Biased Estimator
Scale of Measurement
Dichotomous Features
Class Information
Indicator Variable
Decimal Places and Precision
Censored Data
Linear vs. Nonlinear Models
Precision and Accuracy
Detection Limit and Sensitivity
Signals and Data
General Processing Steps
Univariate Data
Statistical Tests
Bivariate Data
Multivariate Data
Math Background
Exercises
Appendix