Solutions to ISLR
- Multiple regression analysis with qualitative information
- Understanding Interaction Effects in Statistics
- Extending Linear Regression: Weighted Least Squares, Heteroskedasticity, Local Polynomial Regression
- Lecture Slides from Duke University
- Understanding Diagnostic Plots for Linear Regression Analysis
- Analyzing outliers: influential or nuisance?
- Analysis of variance (ANOVA)
- Understanding the Bias-Variance Tradeoff
- Neural networks and Bias/Variance Trade-off
- Comparing nonlinear, non-nested models
- Likelihood Function : Eli5
- Confounding and Collinearity in regression analysis
- StatQuest: Linear Discriminant Analysis (LDA) clearly explained
- Bias and Variance in LOOCV vs K-fold
- BOOTSTRAP SAMPLING IS WITH REPLACEMENT
- Bootstrapping confidence intervals
- How Biased is the Apparent Error Rate of a Prediction Rule?
- Regularization: Ridge Regression and the LASSO