What are the best practices for regression analysis?
An example of an AI chatbot conversation about best practices in regression analysis.
What are the best practices for regression analysis?
Some best practices include checking for linearity, ensuring data quality, and validating your model.
How do I check for linearity in my data?
You can use scatter plots to visualize relationships and residual plots to check for patterns.
What should I do if my data has outliers?
Consider using robust regression techniques or transforming your data to minimize the impact of outliers.
How can I validate my regression model?
You can use techniques like cross-validation, checking R-squared values, and analyzing residuals.
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