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Also fit each of a ridge, lasso, and elastic net regression on the same data. Use the function cv.glmnet to cross-validate and find the best values of \(\lambda\) . For elastic net, try a few values of \(\alpha\) as well.

the techniques for fitting linear regression model can be used for fitting the polynomial regression model. For example: 2 yxx 01 2 or 2 E()yxx 01 2 is a polynomial regression model in one variable and is called a second-order model or quadratic model. This course generalizes the content of Regression Analysis and explores two main topics in Data Mining: prediction and classification. Clustering and Association Rules will also be discussed. Many real-life problems can be categorized into these topics.

May 02, 2019 · Details. Function cv.plot can be used to plot the values of ridge CV and GCV against scalar or vector value of biasing parameter K.The cv.plot can be helpful for selection of optimal value of ridge biasing parameter K.