Before revision:  We also show how the presence of microstructure noise in stock price data leads to statistical arbitrage in high-frequency trading . Our primary tool is a property of multidimensional functions that we call multiplicative cyclical monotonicity .
After revision:  We also show how the presence of microstructure noise in stock price data leads to statistical arbitrage in high-frequency trading .