We obtain a lower asymptotic bound on the decay rate of the probability of a portfolio's underperformance against a benchmark over a large time horizon. It is assumed that the prices of the securities are governed by geometric Brownian motions with the coefficients depending on an economic factor, possibly nonlinearly. The bound is tight so that there exists a portfolio that optimises the decay rate. That portfolio is also risk-sensitive optimal.
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