Notes
  • AI
    • Bayesian
      • Complexity Theory
        • Constraint Satisfaction Problem
          • Cryptography
            • Data Science
              • Decision Theory
                • Distances
                  • Fourier Transform
                    • Frequent Item
                      • Graph
                        • Information Theory
                          • Knowledge Representation
                            • Logic
                              • Markov
                                • Mathematics
                                  • media
                                    • Optimization
                                      • Other
                                        • Pattern Recognition
                                          • Search
                                            • Sort
                                              • Statistics
                                                • Basics
                                                  • Confidence Intervals
                                                    • Descriptors
                                                      • Distributions
                                                        • Estimators
                                                          • Quantiles
                                                            • Tests
                                                              • Agresti-Cull-CI
                                                              • Allometric Growth
                                                              • Asymptotic CI for Variance
                                                              • Asymptotisches Regime großer Gesamtheiten
                                                              • Bayes Formel
                                                              • Bernoulli-Raum
                                                              • Binomialkoeffizient
                                                              • Bootstap
                                                              • Conditional Independence
                                                              • Conditional Probability Distribution
                                                              • Cross Entropy
                                                              • De-morgansche Regeln
                                                              • Dichotomisation
                                                              • Diskreter Wahrscheinlichkeitsraum
                                                              • eindimensionale Randverteilung
                                                              • Empirical Correlation Coefficient
                                                              • Empirical cumulative distribution functions
                                                              • Erzeugende Funktion
                                                              • Exact Test of Fisher
                                                              • Exponential Growth
                                                              • Faltung
                                                              • Gamma Function
                                                              • gleichmäßige Konvergenz
                                                              • Gleichung von Bienaymé
                                                              • Glivenko-Cantelli
                                                              • Indikatorfunktion
                                                              • Indikatorfunktion im Integral rausbekommen.
                                                              • Item Expression
                                                              • Joint Class Probability
                                                              • Joint Probability Distribution
                                                              • Kolmogorov Smirnov Test
                                                              • Kolmogorov Theorem
                                                              • Konvergenzordnung
                                                              • Kopplung
                                                              • Korrelation
                                                              • Kovarianz
                                                              • Laplace-Experiment
                                                              • Lebesguie Dichte
                                                              • Likelihood
                                                              • Lilliefors Test of Normality
                                                              • Linear Gaussian Model
                                                              • Linear Model
                                                              • Margin Class Probability
                                                              • Markov-Kette
                                                              • Maximum Likelihood Estimation
                                                              • Modalwert
                                                              • Multinomialkoeffizient
                                                              • Nominal Scale
                                                              • Null Hypothesis
                                                              • Odds
                                                              • Ordered Data Sequence
                                                              • Ordinal Scale
                                                              • p-fast sichere Konvergenz
                                                              • p-Value
                                                              • Planning Test Size
                                                              • Plug-In-Method
                                                              • Poisson-Prozess
                                                              • Posterior Probability
                                                              • Power Function
                                                              • Probability Chain Rule
                                                              • Probability Normalization
                                                              • Probability Product Rule
                                                              • Probability Theory
                                                              • Produkt Maß
                                                              • Produkt Sigma Algebra
                                                              • Produktraum
                                                              • Proof Monotonic Increase
                                                              • Proof of Right Continuity
                                                              • punktweise Konvergenz
                                                              • Quantile-Quantile Plot
                                                              • Reelle Wahrscheinlichkeitsräume
                                                              • Relative Error
                                                              • Relative Häufigkeit
                                                              • Relative Häufigkeit Theorie
                                                              • Residuum
                                                              • Reskalierung
                                                              • right continuous
                                                              • Sample Covariance
                                                              • Sample Variance
                                                              • Satz von Bayes
                                                              • Satz von Berny-Esseen
                                                              • Satz von der totalen Wahrscheinlichkeit
                                                              • Scale of measure
                                                              • Schwache Konvergenz
                                                              • Schwaches Gesetz der großen Zahlen
                                                              • Sigma-Additivität
                                                              • Standard Estimators
                                                              • Starkes Gesetz der großen Zahlen
                                                              • Statistical Simulation
                                                              • Stochastic Dominance
                                                              • Stochastic Process
                                                              • stochastisch unabhängig
                                                              • Stochastische Konvergenz
                                                              • Test Statistic
                                                              • Two-Sample Test
                                                              • Type 1 Error
                                                              • Type 2 Error
                                                              • Übergangsmatrix
                                                              • Ungleichung von Chebyshev
                                                              • Urnenmodell
                                                              • Wald-CI
                                                              • Zentraler Grenzwertsatz
                                                            • INDEX
                                                            • MOC - Introduction to Statistics and Statistical Programming
                                                            • MOC - Stochastische Modellbildung
                                                            Navigation

                                                            • All tags
                                                            • #Algorithmus(48)
                                                            • #Algorithmus, codesnippet, code, js, Python(1)
                                                            • #E(1)
                                                            • #Gemischt-ganzzahlige(1)
                                                            • #MOC(8)
                                                            • #P-hard(1)
                                                            • #bachelor(1)
                                                            • #code(1)
                                                            • #codesnippet, code, js, programmingassignment(5)
                                                            • #codesnippet, code, programmingassignment, js(1)
                                                            • #confirm(1)
                                                            • #data(1)
                                                            • #datascience(1)
                                                            • #excalidraw(11)
                                                            • #infovislearn(2)
                                                            • #keep(2)
                                                            • #lnsexam(1)
                                                            • #note(2)
                                                            • #note, datascience, keep(1)
                                                            • #paper(1)
                                                            • #programmingassignment(4)
                                                            • #question(4)
                                                            • #todo(21)
                                                            • #uebung(1)

                                                            • Linear Regression
                                                            • MOC - Introduction to Statistics and Statistical Programming

                                                            • stochastisch unabhängig
                                                            • Normalverteilung
                                                            • Erwartungswert
                                                            • Varianz
                                                            • Confidence Interval

                                                            Local graph
                                                            1. Statistics /
                                                            2. Linear Gaussian Model

                                                            Linear Gaussian Model

                                                            This model assumes that the data has been "altered" by some random vector which is independent identically normally distributed with Expectation zero and some Variance bigger than zero.

                                                            Then also the data is normally distributed which allows for construction of tests and confidence regions for parameters.

                                                            This model is (quite surprisingly for me now) robust against deviations from the Normal Distribution.