For a classical risk model with adjustment coefficient , the ultimate ruin probability from capital satisfies . Stop the exponential continuous-time martingale at ruin or a finite horizon, bound its value on the ruin event, and then increase the horizon.
In the classical risk model with positive relative safety loading and adjustment coefficient , tilting the ruin defective renewal equation gives a proper renewal equation. The key renewal theorem yields . The constant is positive if the denominator is finite and zero if it is infinite; the claim-size density provides the nonarithmetic hypothesis.

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