Why does the lecturer seek solutions of the form ?
The lecturer seeks solutions of the form 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 is driven by the Brownian motion .
- Itô's lemma is applicable to functions of and .
Reasoning, step by step
- Identify the goal of solving the SDE for .
- Propose the ansatz .
- Recognize that this restricts the solution class to functions of and .
- Prepare to apply Itô's lemma to .
Example
The board shows 'Seek solutions ', 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 itself is a function of time, so captures both stochastic and deterministic dependencies.
Watch the explanation
YouTubeGeometric Brownian Motion
2:00 – 2:15Watch this moment ↗
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