Fundamentals of Statistics contains material of various lectures and courses of H. Lohninger on statistics, data analysis and chemometrics......click here for more.

## Index I...

 identity matrix Identity Matrix IIR filter Filters - Mathematical Background independent events Algebra of Probabilities Independent Events indicator variable Exercise - Estimation of fish weight from size Indicator Variable inferential statistics Inferential Statistics inner product of vectors Inner Product of Two Vectors interactive example Multi-layer Perceptron ANN - Back Propagation of Errors Generalization and Overtraining Calibration Central Limit Theorem Autocorrelation Function Pearson's Correlation Coefficient Distribution of the Correlation Coefficient Examples of Correlations Scatter, Covariance, and Correlation Matrix Cross Validation Cumulative Frequency Distribution Distributions - Introduction Part 1 Normal Distribution Data Matrices Filtering in the Frequency Domain Graphing Standards Histogram Interactive Examples Kolmogorov-Smirnov One-Sample Test Linear Discriminant Analysis - Introduction Leverage Effect Matrix Multiplication Mean Measures of Location Median MLR - Test yourself as a multivariate estimator Mode of a Distribution Modeling - Example Moving Average Types of Noise Principal Component Analysis Random Number Generators Scatter Plot Simplex Algorithm Standard Deviation Time Dependence of Data Variability Variance internet resources Internet Resources on Statistics interpolation Extrapolation Interpolation interquartile range Quantiles Interquartile Range Outlier Tests - Basic Rules intersection Conditional Probability Calculating with Sets Union and Intersection interval censored Censored Data interval scale Level of Measurement introduction to ANNs ANN - Introduction introduction to data analysis What is Data Analysis invariance of scaling Covariance invariance of translation Covariance inverse Fourier transform Time and Frequency inverse matrix Eigenvectors and Eigenvalues - Definition Equivalence Operations Gauss-Jordan Algorithm Matrix Inversion Moore-Penrose Pseudo-Inverse Matrix IQR Interquartile Range