Unpacking Ito's Lemma to its Construction

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Discussion Overview

The discussion centers around the construction and motivation of Ito's lemma, particularly in the context of stochastic calculus and its application in financial mathematics. Participants seek resources and explanations that clarify the underlying principles and motivations for the lemma and related concepts, such as the stochastic perturbation of the chain rule.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Homework-related

Main Points Raised

  • One participant requests documents that provide a better motivation for Ito's lemma than what is typically found in financial mathematics textbooks.
  • Another participant shares a link to a resource that may explain Ito's lemma, suggesting it could be useful.
  • A different participant expresses interest in the stochastic perturbation of the chain rule, indicating a shift in focus from Ito's lemma to related concepts.
  • One participant mentions their undergraduate course on stochastic processes and provides links to course materials, noting that while they may not be the best, they could be helpful.
  • Another participant seeks clarification on the motivation behind the stochastic perturbation of the chain rule specifically.
  • One participant suggests that the previously shared link contains an explanation of the failure of the ordinary chain rule and how Ito's approach addresses this through an algebraic identity and the quadratic variation of Brownian Motion.

Areas of Agreement / Disagreement

Participants do not appear to reach a consensus on the best resources or explanations for Ito's lemma and its motivations. Multiple viewpoints and resources are presented, indicating a variety of perspectives and ongoing exploration of the topic.

Contextual Notes

There is a lack of consensus on the most effective way to understand the construction of Ito's lemma and the stochastic chain rule. Some resources may not cover the most general versions of these concepts, and the discussion reflects varying levels of familiarity with the material.

Who May Find This Useful

This discussion may be useful for students and practitioners interested in stochastic calculus, financial mathematics, and those seeking deeper insights into Ito's lemma and its applications.

Nusc
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Does anyone know a document that explains the construction of Ito's lemma? In most financial mathematics textbooks, it's poorly motivated.

Thanks!
 
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Try this:
http://www.contingencyanalysis.com/archive/archive99-4/00000264.htm
 
Last edited by a moderator:
Wow nice, is there more?
 
Actually nevermind about that, what about the stochastic perturbation of the chain rule?
 
I'm taking an undergrad course on stochastic processes right now, and all of our course materials are online. They aren't necessarily the best, in my opinion, but you may find them useful. If his notes themselves aren't useful to you, he usually includes very specific references so you can find the info elsewhere.

I'm pretty sure he doesn't give the most general version of Ito's Lemma/Formula here, but since you mentioned mathematical finance in your post, I think it'll probably be good enough. Anyway, here it is:

http://www.math.unl.edu/~sdunbar1/MathematicalFinance/Lessons/StochasticCalculus/ItosFormula/itosformula.xml

In case you're interested, here's a page with all of the materials from the course: http://www.math.unl.edu/~sdunbar1/MathematicalFinance/mathfinance.shtml

Hope that helps!
 
Last edited by a moderator:
I just want to know the motivation behind the stochastic perturbation of the chain rule.

Ask your prof and see if he knows, lol
 
If I understand what you are asking, the link I posted explains it. Read "Example 1" where he shows how using the ordinary chain rule fails. He goes on to show that Ito figured out that he could use an algebraic identity and the quadratic variation of Brownian Motion to derive a new chain rule that accounts for the stochasticity.
 

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