When outliers are present in the dataset, we prefer to use _____ scaling.
- Min-Max
- Robust
- Standard
- Z-score
When outliers are present in the dataset, we prefer to use Robust scaling. Robust scaling uses the median and interquartile range for scaling, thus it is less affected by outliers than other methods such as Min-Max and Z-score.
Loading...
Related Quiz
- When a dataset is normally distributed, the mean, median, and mode will all be _____.
- Which key metric of model evaluation is most affected by mishandling missing data?
- Can you describe the basic idea behind the Interquartile Range (IQR) method for outlier detection?
- Anomalies or outliers in the dataset can be identified through the process of ________.
- How can outlier handling techniques potentially impact the accuracy of a predictive model?