├── README.md ├── classification ├── Classification.R ├── knn │ ├── knn k值选取.R │ └── knn算法实现.R └── 分类 classification.docx ├── clustering ├── 1. kmeans.ppt ├── 2. Hierarchical clustering.pptx └── clustering.R ├── dimension deduction ├── 1. PCA.pptx ├── 2. PLS 和PCR.pptx └── PCA.R ├── linear model selection ├── Model selection.R └── 线性模型特征选择.docx ├── non-linear ├── Nonlinear.docx └── non-linear regression.R └── tree ├── Tree.docx └── tree.R /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/u6141461/Statistical-learning-/HEAD/README.md -------------------------------------------------------------------------------- /classification/Classification.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/u6141461/Statistical-learning-/HEAD/classification/Classification.R -------------------------------------------------------------------------------- /classification/knn/knn k值选取.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/u6141461/Statistical-learning-/HEAD/classification/knn/knn k值选取.R -------------------------------------------------------------------------------- /classification/knn/knn算法实现.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/u6141461/Statistical-learning-/HEAD/classification/knn/knn算法实现.R -------------------------------------------------------------------------------- /classification/分类 classification.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/u6141461/Statistical-learning-/HEAD/classification/分类 classification.docx -------------------------------------------------------------------------------- /clustering/1. kmeans.ppt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/u6141461/Statistical-learning-/HEAD/clustering/1. kmeans.ppt -------------------------------------------------------------------------------- /clustering/2. 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