Boosted Partial Least-Squares Regression

'&$% Boosted PLS Regression : S eminaire F enelon 2008-1 Boosted Partial Least-SquaresRegressionJean-Fran cois DurandMontpellier II University, FranceE-Mail: site: '&$% Boosted PLS Regression : S eminaire F enelon Machine Learning versus Data Mining The data mining prediction process Partial Least-Squares Boosted by introduction to splines Few words on smoothing splines Regression splines Two sets of basis functions Bivariate Regression splines Least-Squares Splines Penalized PLS Regression What isL2 Boosting? Ordinary PLS viewed as aL2 Boost algorithm The linear PLS Regression : algorithm and model The building-model stage: choosing M PLS Splines (PLSS): a main effects additive model The PLSS model Choosing the tuning parameters Example 1: Multi-collinearity and outliers, the orange juice data Example 2: The Fisher iris data revisited by PLS boosting MAPLSS to capture interactions The ANOVA type model for main effects and interactions The

Boosted PLS Regression: S¶eminaire J.P. F¶enelon 2008-2I. Introduction { Machine Learning versus Data Mining { The data mining prediction process

Tags:

  Tesla, Square, Partial, Regression, Boosted partial least squares regression, Boosted

Information

Related search queries