Tutorials - Regression

Subject | Components | Tutorial | Dataset |

PLS RegressionPartial Least Squares Regression. |
Dataset Define Status PLS |
orange juice | |

Multiple Linear RegressionPerforms multiple linear regression, predict mpg from cars characteristics. |
Dataset Define Status Multiple linear regression Univariate discrete stat Group characterization |
autompg | |

Forward SelectionForward selection for regression analysis, based on partial correlation |
Forward Entry Regression |
Crime dataset | |

Outliers and influential points for Regression AnalysisComputation and evaluation of the usual measure of influence (leverage, RSTUDENT, DFFITS, Cook's D, COVRATIO, DFBETAS) and comparison with predefined cut value. |
Outlier Detection DFBETAS |
US Population | |

Regression treesWe show the induction of regression trees in TANAGRA, we use the well-known HOUSING dataset. |
Regression trees |
Housing dataset |

Ricco Rakotomalala.