Apply Itô's formula to for positive initial value . The drift correction is , soThis is geometric Brownian motion. Under the physical probability measure, has the standard normal distribution. For positive volatility,The drift here is , because this is a physical bankruptcy probability. The risk-neutral measure will instead give drift for pricing. If , the value is deterministic and the default probability is the indicator of ; the usual positive-volatility convention is used in the remaining formulas.
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