Classification

A road to classification in high dimensional space: the regularized optimal affine discriminant

For high dimensional classification, it is well known that naively performing the Fisher discriminant rule leads to poor results due to diverging spectra and accumulation of noise. Therefore, researchers proposed independence rules to circumvent the …