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G4G0-2/AI & Data Mining/Exam Revision/Classification.md
2025-03-16 18:59:42 +00:00

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# 1R
### (AV)CTARs
Simple
Classification
One-Level tree
Tie, make arbitrary choice
## Issue with Numerics
- Discretise
- List values of attribute
- Sort asc
- Write class under each value
- Breakpoints between change in class
- Interval assigned to majority class
- Enforce bucket size, if adjacent interval has same class, merge.
## Issue with Missing Values
- Assign "missing" as a value
- Treat normally
## Issue with Overfitting
- Bucket Enforcement
- Ensure attribute tested is applicable
# PRISM