Alternative methods of linear regression

This paper is a survey on traditional linear regression techniques using the ℓ1-, ℓ2-, and ℓ∞-norm. We derive the characterization of the respective regression estimates (including optimality and uniqueness criteria), as well as discuss some of their statistical properties.