  In this paper we present an asset allocation strategy based on the
maximization of the Sortino ratio. Unlike the Sharpe ratio, the Sortino ratio
penalizes negative return variances only. The resulting allocation is valid for
any time horizon unlike. The returns of a strategy based on such an allocation
are empirically illustrated using historical Dow Jones data and display a
significant upgrade on more traditional allocation strategies such as the Kelly
criterion.
