Statistical Data Analysis

3d Regression Adjusted R2 Appendix Computational Appendix Distance Points Appendix Distributions Appendix Leverage Influence Appendix Matrix Form Appendix Normal Equations Appendix Ols Properties Appendix Optimization Appendix Point To Line Appendix R Squared Appendix Sse Appendix Variance Decomposition Assumptions Check Autocorrelation Boston Analysis Boston Case Business Application Censoring Intuition Censoring Methods Comparison Censoring Problem Censoring Types Censoring Visual Clinical Trial Example Competing Risks Cooks Distance Correlation Causation Correlation Examples Cox Diagnostics Cox Model Cross Validation Cure Model Customer Churn Diagnostic Workflow Diagnostics Advanced Distance Basics Dummy Variables Glm Families Heart Case Heteroscedasticity Housing Example Influential Points Interaction Effects Key Takeaways Km Basics Km Censoring Km Comparison Km Confidence Km Construction Km Curve Km Formula Visual Km Interpretation Km Intuition Km Median Km Simple Example Least Squares Least Squares Visual Logistic Basics Logistic Curve Logistic Extensions Logistic Fit Logistic Intuitive Logit Transform Logrank Example Logrank Test Lung Forest Medical Application Methods Comparison Methods Overview Mlr Advanced Mlr Basics Mlr Diagnostics Mlr Example Results Mlr Fit Mlr Interpretation Mlr Intro Mlr Intuitive Model Comparison Model Workflow Multicollinearity Multiple Regression Concept Multistate Model Odds Interpretation Optimal Line Parametric Models Partial Effects Polynomial Regression Prediction Intervals Qq Plots R Squared Visual R Workflow Regression Example Fitted Regression Intro Regression Types Reliability Application Residual Diagnostics Residual Patterns Roc Curve Sample Size Scatter Examples Simple Regression Model Simple Vs Multiple Slope Intercept Visual Survival Hazard Functions Survival Intro Survival Intuitive T Distribution Threshold Impact Transformations

Anova Assumptions Anova Concept Anova Concept Minimal Anova Decomposition Interactive Anova Power Curves Clinical Trial Boxplot Clinical Trial Example Confidence Intervals Diagnostic Gallery Education Boxplots Effect Sizes Detailed Effect Sizes Minimal Error Types Matrix Error Types Minimal Homoscedasticity Tests Hypothesis Framework Hypothesis Framework Minimal Interaction Plots Multiple Comparisons One Vs Two Tailed P Value Interpretation P Value Interpretation Minimal Post Hoc Tests Posthoc Tests Power Analysis Power Analysis Detailed Power Analysis Minimal Qq Plots Normality Residual Diagnostics Sample Size Calculations Sample Size Curves Significance Levels T Distribution T Distribution Minimal T Test Types T Test Types Minimal Test Decision Type Errors Variance Decomposition Assumption Check Chi-Squared GoF Clinical Trial Complete Workflow Correlation Comparison Effect Size Overlap Error Tradeoff FDR (BH) Visual Hypothesis Framework Mann-Whitney U Multiple Comp Inflation Multiple Testing Crisis Normality Tests Permutation Test Post-hoc Comparison Power Curve Power Quartet Proportion Tests Sample Size Curve T-Test Decision Tail Comparison Two Sample Concept Two-Way ANOVA Variance Decomposition Visual Variance Tests Wilcoxon Signed-Rank

3d Scatter Eigenvectors Biplot Comprehensive Biplot Stepbystep Communalities Chart Correlation Matrix 3x3 Correlation Scatter Simple Covariance Heatmap Cumulative Variance Dimensionality Problem Efa Toy Example Eigenvalue Importance Eigenvalue Visual Step1 Eigenvalue Visual Step2 Eigenvalue Visual Step3 Eigenvector Intuition Factor Model Diagram Hauptachsen Visual Latent Factors Simple Loading Heatmap Loading Matrix Heatmap Parallel Analysis Pc Directions 2d Pc Projection Pca 2d Example Simple Pca 3d Plane Pca Before After Pca Camera Analogy Pca Toy Example Pca Vs Efa Analogy Rotation Basic Concept Rotation Before Rotation Comparison Rotation Promax Rotation Varimax Scree Efa Scree Plot Elbow Scree Plot Kaiser Scree Plot Keywords Analogy Simple Structure Good Bad Variance Ellipse Variance Explained Concept Variance Visual Simple Varimax Promax Visual

Agglomerative Steps All Methods Comparison Average Linkage Balanced Clustering Motivation Clustering Types Complete Linkage Compact Dendrogram Annotated Dendrogram Cutting Distance Basics Cluster Distances Distance Basics Point To Point Distance Geometric Distance Metrics Elbow Method Gap Statistic Hierarchical Process Iris Clusters Kmeans Algorithm Animated Kmeans Convergence Kmeans Initialization Kmeans Steps Kmeans Vs Kmedoids Linkage Comparison Manhattan Vs Euclidean Comparison Method Comparison Minkowski Family Visual Outlier Sensitivity Silhouette Intuition Silhouette Plots Single Linkage Chaining Standardization Effect Validation Metrics Wards Equal Size

TS Introduction Decomposition Stationarity White Noise Random Walk ADF Test Differencing ACF / PACF AR Process AR(1) Examples MA Process MA(1) Examples ARMA Example ARIMA Identification ARIMA Notation ARIMA Example Box-Jenkins Flow Seasonal Patterns SARIMA Forecast ETS Weights ETS vs ARIMA AIC / BIC Compare Residuals (Good) Residuals (Bad) Volatility Clustering GARCH Fit GARCH Example State Space Kalman Filter LSTM Architecture ML Comparison Algorithm Choice Forecast Comparison Naive vs ARIMA Prediction Intervals Accuracy Metrics Cross Validation CV Results Worked Example 1 Worked Example 2