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Why does the lecturer seek solutions of the form S=f(W,t)S=f(W,t)?

The lecturer seeks solutions of the form S=f(W,t)S=f(W,t) to restrict the search space to functions of Brownian motion and time, allowing the application of Itô's lemma to convert the stochastic differential equation into a system of partial differential equations.

Conditions

  • The process SS is driven by the Brownian motion WW.
  • Itô's lemma is applicable to functions of WW and tt.

Reasoning, step by step

  1. Identify the goal of solving the SDE for SS.
  2. Propose the ansatz S=f(W,t)S = f(W,t).
  3. Recognize that this restricts the solution class to functions of WW and tt.
  4. Prepare to apply Itô's lemma to f(W,t)f(W,t).

Example

The board shows 'Seek solutions S=f(W,t)S = f(W,t)', and the lecturer explains they will look only at functions of Brownian motion and time as the potential solution class of this SDE.

Common misconceptions

  • Assuming this ansatz covers all possible solutions to the SDE, rather than a specific class of solutions.
  • Forgetting that WW itself is a function of time, so f(W,t)f(W,t) captures both stochastic and deterministic dependencies.

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