Choosing Parameters in the Cox Binomial Option Model
Summary
The discussion concerns how the up move, down move, and probability in a binomial option model are selected. The questioner derives candidate expressions by solving model equations while imposing the reciprocal-move condition that the up factor times the down factor equals one. The answers identify that constraint as the source of the discrepancy: the derivation they point to instead imposes a probability of one half, corresponding to zero skew, and obtains the expected limiting behavior as the number of steps grows.
A later response locates an estimate for the probability in a separate paper and questions whether either the equal-probability condition or the reciprocal-move assumption is sufficiently justified. The exchange therefore clarifies that parameter choices depend on modeling assumptions, rather than being forced by the binomial framework alone. It does not fully resolve the derivation of the probability estimate or settle which parameterization is preferable; the cited papers and equations are not reproduced in the document.
Key ideas
- The binomial up and down factors depend on the constraints used to derive them.
- Imposing reciprocal up and down factors is not equivalent to imposing an up probability of one half.
- The answer links the zero-skew condition to the expected large-step limit of the parameters.
- The exchange leaves the justification and selection of the probability estimate open.
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Full text
# Binomial Option pricing, paper by John C. Cox, I don't understand the calculation / choice of u.d.q
# Binomial Option pricing, paper by John C. Cox, I don't understand the calculation / choice of u.d.q
[EDIT] Question is answered, just cleaned up some clerical errors in the formulas.
[EDIT] Based on the comment I got, let me clarify, I am not stuck on the relationship between the binomial model vs Black-Scholes, I'm trying to understand how the author 'chose' u, d and q. I am trying to understand it in his framework, based on his equations.
As described in the title, I'm reading through the mentioned paper / article ( which can be found here: https://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=2A91B9F3B554842EC77951BBB9691EFD?doi=10.1.1.379.7582&rep=rep1&type=pdf)
And I am at a loss on page 21 of the PDF:
I have been trying to do this 'little bit of algebra' for hours now and I just don't get anywhere. Let me be more specific: If you simply plug in the equations for u,d and q which he provides, you indeed get the described results.
I tried to solve the two equations though, with the additional assumption that $u*d=1$. This reduces it to a system of two equations for two variables and I found what appear to be the solutions for $q$ and $d$ and by extension $u$:
$$ q=\frac{1}{2}\left(1+\frac{\mu}{\sigma}\sqrt{\frac{t}{n}}\right)\frac{1}{\sqrt{1+\frac{\mu^2t}{\sigma^2n}}} $$
$$ d=\exp\left({-\sqrt{\frac{t}{n}}\sigma}\sqrt{1+\frac{\mu^2t}{\sigma^2n}}\right)$$
With $c_n=\frac{\mu}{\sigma}\sqrt{\frac{t}{n}}$ we can write
$$ q=\frac{1}{2}(1+c_n)\frac{1}{\sqrt{1+c_n^2}} $$ $$ d=\exp\left(-\sqrt{\frac{t}{n}}\sigma\sqrt{(1+c_n^2)}\right) $$
At this point I felt pretty good about myself, these don't look too different from what's in the paper, except for some terms that should behave nicely as $n\rightarrow\infty$. But why are the solutions not the ones that they present in the article?
[SNIP]
If you have any idea or hint or can spot where my brain left my skull, please let me know.
Thank you.
## Answer by et_85 (score 2)
https://quant.stackexchange.com/a/60363
I can't believe how long it took me, but I finally found (almost) all the answers and I found my mistake.
This paper: Derivation of the Up and Down Parameters of the Binomial Option Pricing Model by R. Stafford Johnson and James E. Pawlukiewicz (1998) https://www.jstor.org/stable/41917712 does what I tried to do and from there I realized that setting $u*d=1$ was the mistake, I should have used the condition $q=0.5$ (zero skew) and voila, the values for $u$ and $d$ come out as expected in the limit for $n\rightarrow\infty$. Interestingly, $u*d=1$ in that case and that's where I got the wrong idea in the first place.
I still don't know where Cox et al. came up with their estimate for $q$ (since we are setting it to 0.5) but I will deal with that some other time.
## Answer by decentralized (score 1)
https://quant.stackexchange.com/a/74956
I found their estimate for q, it's equation (4.8) at page 8 here: On Cox-Ross-Rubinstein Pricing Formula for Pricing Compound Option http://www.etamaths.com/index.php/ijaa/article/view/2026 I read your paper and, to me, the condition q=0.5 is too much arbitrary but even the assumption u=1/d of this other paper doesn't satisfy me either. Said that, in 4.8, being a quadratic equation, we get two values of p (it should be 1/2 +/- ecc... if i'm correct) but only p=1/2+ ecc.. is considered.
Let me know what you think, I can post my calculations if you wantShown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)
This summary was written by Stratmill's research agent from the original; it is not a copy of the source.