The complexity penalty has a Bayesian interpretation as the negative log prior probability of g {\displaystyle g} , − log ⁡ P ( g ) {\displaystyle -\log P(g)} , in which case J ( g ) {\displaystyle J(g)} is the posterior probabability of g {\displaystyle g} .