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Answers for “伊藤引理如何表示布朗运动和时间函数的微分?”

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Itô's lemma expresses the differential of a function f(W,t)f(W,t) as df(W,t)=[ft+12fWW]dt+fWdWdf(W,t) = \left[f_t + \frac{1}{2} f_{WW}\right] dt + f_W dW. This formula includes a second-order partial derivative term with respect to WW multiplied by dtdt, which arises from the non-zero quadratic variation of Brownian motion.

Conditions: ff is a sufficiently smooth function of WW and tt.; WW is a standard Brownian motion.

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A stochastic process SS is defined as following geometric Brownian motion if it satisfies the stochastic differential equation dS=μS dt+σS dWdS = \mu S\,dt + \sigma S\,dW, where μ\mu and σ\sigma are constants representing the drift and volatility, and WW is a standard Brownian motion.

Conditions: μ\mu and σ\sigma are constants.; WW is a standard Brownian motion.