├── 01 Introduction └── 01_Introduction to Multivariate Data Analysis_upload.pdf ├── 02 Multiple Linear Regression ├── 02_Multiple Linear Regression.pdf └── R_Exercise_MLR.zip ├── 03 Logistic Regression ├── 03_Logistic Regression.pdf └── R Exercise_LogReg.zip ├── 04 Dimensionality Reduction ├── 04 Dimensionality Reduction_R Script and Dataset.zip └── 04_Dimensionality Reduction.pdf ├── 05 Decision Tree ├── 05_Decision Tree_R_Exercise_Classification_Tree.pdf ├── 05_Decision Tree_R_Exercise_Regression_Tree.pdf ├── 05_Decision Tree_Theory.pdf ├── R Exercise_Classification Tree.zip └── R Exercise_Regression Tree.zip ├── 06 Artificial Neural Network ├── 06_Artificial Neural Networks.pdf ├── R Exercise_ANN.pdf └── R_Exercise_ANN.zip ├── 07 Ensemble Learning ├── 07-1_Ensemble Learning_Overview.pdf ├── 07-2_Ensemble Learning_Bagging.pdf ├── 07-3_Ensemble Learning_Random Forests.pdf ├── 07-4_Ensemble Learning_AdaBoost.pdf ├── 07-5_Ensemble Learning_Gradient Boosting Machine.pdf ├── R Exercise_Ensemble Classification.pdf ├── R Exercise_Ensemble Classification.zip ├── R Exercise_Ensemble Regression.pdf └── R Exercise_Ensemble Regression.zip ├── 08 Association Rule Mining ├── 08_Association Rule Mining.pdf ├── R Exercise_ARM.pdf └── R Exercise_ARM.zip ├── 09 Clustering ├── 09-1_Clustering_Overview.pdf ├── 09-2_K-Means Clustering.pdf ├── 09-3_Hierarchical Clustering.pdf ├── 09-4_DBSCAN.pdf └── R Exercise_Clustering.zip ├── 2021_1_Multivariate Data Analysis.pdf ├── Assignments ├── A1_MLR.zip ├── A2_Logistic Regression.zip ├── A3_Dimensionality Reduction.zip ├── A4_Decision Tree.zip ├── A5_Artificial Neural Network.zip ├── A6_Ensemble.zip ├── A7_ARM.zip └── A8_Clustering.zip └── README.md /01 Introduction/01_Introduction to Multivariate Data Analysis_upload.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/pilsung-kang/multivariate-data-analysis/HEAD/01 Introduction/01_Introduction to Multivariate Data 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