Why do we need feature selection?
- Reduces computational complexity
- Curse of dimensionality is avoided
- Improves accuracy
- The selected features can provide insights about the nature of the problem*
Additional Material
(*) Margin Based Feature Selection Theory and Algorithms; Amir Navot
Machine learning for metabolomics (Genome Center Bioinformatics Technology Forum) [PDF]