Financial markets have undergone tremendous changes in the last decades. Next to the automation of the trading process … and the improvement in market quality, High Frequency Trading (HFT) plays a major role in financial markets. This thesis … provides a background on the evolution of financial markets and the role of HFT in price discovery and the nature of its …