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Linear Models (線形モデル)について

Last updated at Posted at 2020-04-30

#Linear Models (線形モデル)について

scikit-learnの公式サイトを参考に線形モデルについてまとめる。

##Ordinary Least Squares¶
最小2乗回帰(OLS:Ordinary Least Squares regression)

##Ridge regression and classification¶

##Lasso¶

##Multi-task Lasso

##Elastic-Net

##Multi-task Elastic-Net

##Least Angle Regression

##LARS Lasso

##Orthogonal Matching Pursuit (OMP)

##Bayesian Regression

##Logistic regression

##Stochastic Gradient Descent - SGD

##Perceptron

##Passive Aggressive Algorithms

##Robustness regression: outliers and modeling errors

##Polynomial regression: extending linear models with basis functions

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