AIC ( preferred model is the one with the lowest AIC value)

Akaike information criterion

AIC = 2k - 2ln(L)
So, the preferred model is the one with the lowest AIC value.

See example at
http://www.r-bloggers.com/linear-regression-with-correlated-data/

From wikipedia,