Before revision:  Both these characterizations follow from a novel property of portfolios called multiplicative cyclical monotonicity . Using this framework we show how the presence of microstructure noise in stock price data leads to statistical arbitrage in high-frequency trading .
After revision:  Both these characterizations follow from a novel property of portfolios called multiplicative cyclical monotonicity .