Fundamentals of Statistics
contains material of various lectures and courses of H. Lohninger on statistics, data analysis and chemometrics...
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Overview
Index A...
2-sample t-test
Two-Sample t-Test
2-sample t-test, small sample size
Two-Sample t-Test - Small Sample Size
3D plots
3D Plots
3D rotation
On-Screen 3D-Rotation
abbreviations
Acronyms
absolute frequency
Frequency
acceptance region
One-Sided vs. Two-Sided Tests
accuracy
Definitions of Quality Control
Random and Systematic Errors
Classifier Performance
acronyms
Acronyms
AD converter
Analog/Digital Conversion
Digitisation of Signals
ADC
Analog/Digital Conversion
Digitisation of Signals
addition
Matrix Addition and Subtraction
addition of vectors
Addition of Vectors
additivity rule
Additivity Rule
adjusted goodness of fit
Coefficient of Determination and MLR
agglomerative clustering
Agglomerative Clustering
air temperature
Exercise - Determine time shift by autocorrelation
alcohol content
Exercise - Probability of Observations
algebra of expectations
Algebra of Expectations
algebra of probabilities
Algebra of Probabilities
alternative hypothesis
Hypothesis Testing
amplitude
Fourier Series
analog/digital conversion
Analog/Digital Conversion
analysis of residuals
Analysis of Residuals
analysis of variance
ANOVA - How to perform it
ANOVA
MLR - Analysis of Variance
ANOVA and Regression
Combination of Several Distributions
analytical process
The Analytical Process
Anderson-Darling test
Test for Normality
ANN
Multi-layer Perceptron
ANN - Back Propagation of Errors
Natural Brains
Common Questions about ANNs
Neural Networks - Extrapolation
Generalization and Overtraining
Growing Neural Networks
ANN - Introduction
Kohonen Networks
ANN - Mapping of Spaces
Models of ANNs
Neural Networks - Model Selection
RBF Neural Networks
RBF Network as Kernel Estimator
ANN - Recurrent Networks
Taxonomy of ANNs
ANN - Single Processing Unit
Literature References - Neural Networks
Time Series - Neural Network Models
Exercise - Modeling the NOx Exhaust of an Experimental Motor
ANOVA
ANOVA - How to perform it
ANOVA
MLR - Analysis of Variance
ANOVA and Regression
Combination of Several Distributions
anti-symmetric matrix
Transposed Matrix
approximation
Literature References - Curve Fitting and Function Approximation
Extrapolation
Interpolation
ARIMA
Time Series - Definition of ARIMA Models
Time Series - Establishing ARIMA models
arithmetic mean
Mean
ARMA
Time Series - Definition of ARIMA Models
artificial dichotomy
Dichotomous Features
artificial neural network
ANN - Introduction
association
Contingency Table
Goodman and Kruskal's Gamma
Measures of Association - an Overview
associative law
Calculating with Sets
AUC
ROC Curve
autocorrelation
Autocorrelation
Autocorrelation and Scatter Plots
Exercise - Determine time shift by autocorrelation
Uncorrelated Residuals - Durbin-Watson Test
autocorrelation function
Autocorrelation Function
autocorrelogram
Autocorrelation Function
autoregressive models
Time Series - Definition of ARIMA Models
autoscaling
Scaling of Data
axioms of Kolmogorov
Algebra of Probabilities