Before revision: Due to the growing deployment of classification algorithms in various social contexts , developing methods that are fair with respect to protected attributes such as gender or race is an important problem .
After revision: Due to the growing deployment of classification algorithms in a multitude of applications directly and indirectly affecting people and society , developing methods that are fair with respect to protected attributes such as gender or race is an important problem .