What exactly is the meaning of the "degree of interaction" or "interaction degree" in the MARS model?
e.g. R: earth(..., degree=2)
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What exactly is the meaning of the "degree of interaction" or "interaction degree" in the MARS model? e.g. R: |
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The degree of interaction is the maximum degree of input terms in the regression function. For example a model such as $y=0.5x_1+0.2x_2 -.3$ has degree $1$. While $y=0.5x_1+0.2x_2 + .05x_1x_2-.3$ has degree $2$. For simplicity, I have given a linear regression example instead of MARS. Or, paraphrasing from the wikipedia entry, something like
$\text{ozone} = 5.2
+ 0.93 \max(0, \mathrm{temp} - 58)
- 0.64 \max(0, \mathrm{temp} - 68)$ is an example of a MARS model with degree of interaction $2$. |
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