Statistical Learning scripts in R
1.1_Examples_ESL.htm … Examples mentioned in chapter 1 of ESL
1.2_SimulationStudy.htm … kNN vs Linear Regression
2.1_Linear_Reg.htm … Linear Regression with Boston Housing Data
3.1_Diabetes_Data_with_Lasso.htm … Diabetes Data with Lasso
3.2_Ridge_Lasso.htm … Ridge and Lasso using glmnet
3.3_Variable_Selection_Toy.htm … Examples of Variable Selection
3.4_Variable_Selection.htm … Variable Selection with Bostion Housing Data
4.1_Ensemble_Trees_for_Regression.htm … Ensemble Trees for Regression
4.2_GBM_for_Regression.htm … GBM for Regression
4.3_Regression_Tree.htm … Regression Trees with rpart
5.1_Local_Regression.htm … Local Regression with faraway
5.2_Polynomial_Regression.htm … Polynomial Regression with ISLR
5.3_Regression_Splines.htm … Regression_Splines with birthweight data
5.4_Smoothing_Splines.htm … Smoothing_Splines with splines
6.1_Clustering.htm … Multidimensional scaling and clustering
7.1_MixtureModel_Clustering.htm … Model-based Clustering
7.2_LDA.htm … Text Mining with JSS Abstracts
7.3_HMM.htm … Hidden Markov Models
9.1_QDA_LDA_FDA.htm … QDA, LDA, and FDA
9.2_NaiveBayes_klaR_Predict.htm … Naive Bayes in klaR
10.1_Logistic_Regression.htm … Logistic Regression
10.2_Logistic_Regression_Splines.htm … Logistic Regression with Splines
12.1_Boosting.htm … Boosting