  We discuss the effects of the localized modes on the density of state
$D(\omega)$ by introducing the probability distribution function of the
proximity to the marginal stability. Our theoretical treatment reproduces the
numerical results in finite dimensions near the jamming point., in particular,
successfully captures the novel $D(\omega)\sim \omega^4$ scaling including its
pressure dependence of the pre-factor.
