$4.(30$ points$)$ For a regression model Y $=$ X$\backslash$beta $+\backslash$epsi $,$ where Y is n $\backslash$times $1$ and $\backslash$beta is k $\backslash$times $1,$

the Bayes Information Criterion $($BIC$)$ is defined as