Bayes Information Criterion is similar to [[Akaike Information Criterion|AIC]] using Bayesian methods. The best model will have the smallest BIC. $BIC = (p+1) \ln(n) - 2 \ln L(\beta)$ BIC favors smaller models than AIC as it has a higher penalty for additional parameters (for large $n$).