How can I implement robust regression in my analysis?
An example of an AI chatbot conversation about implementing robust regression techniques.
How can I implement robust regression in my analysis?
Robust regression is used to handle outliers in your data. Would you like to know about specific methods?
Yes, what are some common methods for robust regression?
Common methods include Huber regression, RANSAC, and Theil-Sen estimator. Do you want details on any of these?
Can you explain Huber regression?
Huber regression combines least squares and least absolute deviations, making it less sensitive to outliers. It's defined by a parameter that determines the threshold between the two methods.
How do I choose the threshold parameter for Huber regression?
The threshold parameter can be chosen based on the scale of your data or through cross-validation to optimize performance.
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