What is the role of variance in high-dimensional learning?
Updated May 15, 2026
Short answer
Variance increases with dimensionality.
Deep explanation
More features increase model sensitivity to training data fluctuations.
Real-world example
Financial prediction instability.
Common mistakes
- Ignoring variance inflation.
Follow-up questions
- What reduces variance?
- Bias-variance tradeoff?