Fears that high-speed traders have been manipulating U.S. financial markets has sparked a fiery debate in recent weeks following allegations by Michael Lewis.

In his new book "Flash Boys," author Michael Lewis alleges that the stock market is "rigged" by a mix of high frequency traders, stock exchanges and Wall Street firms.