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How to improve linear regression model performance?

@Debanjan_Banerjee wrote:

Dear All,

I am working with a model with (3 predictive variables) on a simple linear regression model. All the variables have numerical and non-categorical values. However the MAPE for my model (I use lm function in R) is always coming at 0.68 - 0.78 range.

How can I bring the MAPE to say less than 0.2 - 0.3 range.

I would be eagerly awaiting your help.

Thanks and regards with best wishes
Debanjan

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