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High dimensional statistics with R

High dimensional statistics with R
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High dimensional statistics with R

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EPISODES

Summary and Setup

1. Introduction to high-dimensional data

2. Regression with many outcomes

3. Regularised regression

4. Principal component analysis

5. Factor analysis

6. K-means

7. Hierarchical clustering

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