Let $y_i\sim DE(\mu, \sigma), $ $i=1,2,...,n, \ i.i.d.$
Where DE represents the double exponential distribution. The the MLE of \sigma is:
$\hat\sigma = \frac{1}{n} \sum_{i=1}^{n}|y_i-med(y_i)|$, where $med$ refers to the median of the $y_i $ is.
I prove that $\hat\mu = med(y_i) $ is consistent.
How can I show that the $\hat\sigma$ is consistent
I want only use WLLN or definition of convergence in probability or properties of distribution.