Individual Fairness
nounverified·updated Aug 28, 2026
A fairness metric that checks whether similar individuals are classified similarly
MWENotes on Measurement
Senses
Glossary
The goal of similar individuals receiving similar treatments or outcomes.
A Survey on Bias and Fairness in Machine Learning
Give similar predictions to similar individuals
Classifications
Entity Type
Requirement100%manual revieweval-seeds-v0.4-2026-05-14
Ddorianlast reviewed —
OVERRIDE Metric→Requirement. 'Give similar predictions to' is a fairness criterion.
Sensitivity
unclassified
Information Class
unclassified
Variants
- plural
- Individual Fairnesses
- possessive
- Individual Fairness's
- pluralpossessive
- Individual Fairnesses'