1. Data for outlier detection
1.1 Example (GSS2000.sav)
https://drive.google.com/file/d/0B18QOrxCLeTVeU9hTUhOQy1EMzg/view?usp=sharing
1.2 Practice: Car sale
https://drive.google.com/file/d/0B18QOrxCLeTVcGVlTUpPYWRHMms/view?usp=sharing
2. Data for regression analysis
2.1 Hypothesis tests (iqsize)
https://drive.google.com/file/d/0B18QOrxCLeTVLUJnV1ozZEczZ1k/view?usp=sharing
2.2 Training and validation/Model building (oxygen.txt)
https://drive.google.com/file/d/0B18QOrxCLeTVVWRXa0F2YlJiNWc/view?usp=sharing
2.3 Stepwise regression (cement.sav/cement.txt)
1. cement.sav
https://drive.google.com/file/d/0B18QOrxCLeTVUkVROTlSN1FRdEU/view?usp=sharing
2. cement.txt
https://drive.google.com/file/d/0B18QOrxCLeTVNnVLXzlkcHRSWFE/view?usp=sharing
3. bloodpress.txt
https://drive.google.com/file/d/0B18QOrxCLeTVNFNBc2tMSWd0azA/view?usp=sharing
3. Multicollinearity
3.1 Correlated data (bloodpress.txt)
https://drive.google.com/file/d/0B18QOrxCLeTVNFNBc2tMSWd0azA/view?usp=sharing
3.2 Uncorrelated data (Uncorelated.txt)
https://drive.google.com/file/d/0B18QOrxCLeTVazFsS1lIblc4cVk/view?usp=sharing
3.3 Effect of correlated predictor variables (allentest.txt)
https://drive.google.com/file/d/0B18QOrxCLeTVNjNWMEtVM1hlX0k/view?usp=sharing
3.4 Variance Inflation Factor (cement.txt)
https://drive.google.com/file/d/0B18QOrxCLeTVNnVLXzlkcHRSWFE/view?usp=sharing
3.5 Exercise (usair.txt)
https://drive.google.com/file/d/0B18QOrxCLeTValZQOXVBWnNRa28/view?usp=sharing
4. Principal Component Analysis (PCA)
4.1 Use of PCA for indirect classification of iris flowers (iris practice for DA.sav)
https://drive.google.com/file/d/0B18QOrxCLeTVMVBaLUVKLW40Wjg/view?usp=sharing
4.2 Multiple linear regression based on PCA to solve multicollinearity (cement.sav)
https://drive.google.com/file/d/0B18QOrxCLeTVNnVLXzlkcHRSWFE/view?usp=sharing
5. Factor analysis (FA) (oxygen.sav)
https://drive.google.com/file/d/0B18QOrxCLeTVeFRuSFBhZDh4QW8/view?usp=sharing
6. Partial Least Squares Regression (PLSR)
http://aendt.blogspot.com/2014/08/unscrambler.html
7. Cluster Analysis (CA)
https://drive.google.com/file/d/0B18QOrxCLeTVYnhFZkdjM1RTMjQ/view?usp=sharing
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