- Research Article
- 10.26717/bjstr.2017.01.000432
Class Based Variable Importance for Medical Decision Making
- Oct 12, 2017
- Biomedical Journal of Scientific & Technical Research
- Danielle Baghernejad
This issue of inference has been overlooked in the quest to find more accurate prediction. The main measure used, variable importance, provides some insight into how variables affect the overall model, but it does not provide insight as to how variables interact with the target. Some work using variable importance moves in this direction, such as for understanding the effects of correlated input variables [10-15], adjusting with imbalanced class sizes [10], measuring variable interactions In classification problems, this question is essential for improving the usability of
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