Using Julia I’ve shown how you can use Hawkes processes to model the high frequency phenomenon of microstructure noise. This is where the volatility of an asset blows up as you move to smaller timescales.
My post is written completley in Julia and shows how easy it can be to translate the code from the paper into practical results: