When describing models what type of model will feature coefficients help to explain?1 pointLinear ModelGlobal Surrogate modelSVMKNN
Question
When describing models what type of model will feature coefficients help to explain?
- Linear Model
- Global Surrogate model
- SVM
- KNN
Solution
The type of model that feature coefficients help to explain is the Linear Model.
Step 1: Understanding the question The question is asking about which type of model uses feature coefficients for explanation.
Step 2: Understanding the options
- Linear Model: This is a type of model that assumes a linear relationship between the input variables (x) and the single output variable (y). It uses coefficients to weigh the input variables.
- Global Surrogate model: This is a model that is used to explain another, more complex model. It doesn't necessarily use coefficients for explanation.
- SVM (Support Vector Machine): This is a type of model used for classification and regression analysis. It doesn't use coefficients for explanation.
- KNN (K-Nearest Neighbors): This is a type of model used for classification and regression analysis. It doesn't use coefficients for explanation.
Step 3: Answering the question From the understanding of the options, we can see that the Linear Model is the type of model that uses feature coefficients for explanation.
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