# Excess risk

${\displaystyle ER=P(D\mid E)-P(D\mid {\bar {E}})}$
where ${\displaystyle {\bar {E}}}$ denotes the event "not ${\displaystyle E}$". . Note that this definition entails that ${\displaystyle -1\leq ER\leq 1}$.