Serving the Quantitative Finance Community

 
User avatar
seanmok
Topic Author
Posts: 0
Joined: June 6th, 2004, 4:01 am

Need help on topics (stochastic vol) for MSc Thesis

April 8th, 2013, 1:48 am

Hello,I have five month to complete a MSc Thesis. I am interested in swaption/stochastic vol/SABR related topics. My math level for stochastic calculus is beginner to medium and I can understand most derivations in Shreve Stochastic Calculus in Finance II. Also have learned basic derivations for short rate/HJM/LMM/local volatility/SABR. I can code in VBA and have learned some C++ (have installed QuantLib on my PC)The issue is that there are huge amount of local vol/stochastic vol/LMM/SABR papers available (a lot of them are quite deep to me and I need to make some effort to understand). So I need suggestions about specific issues which are relatively new and may have interest from the practioners.thanks in advance!
 
User avatar
Alan
Posts: 3050
Joined: December 19th, 2001, 4:01 am
Location: California
Contact:

Need help on topics (stochastic vol) for MSc Thesis

April 8th, 2013, 3:23 am

Well, here is a threadMaybe you two should correspond. Another thought -- probably too ambitious for 5 months, but you might try to extend the SABR small-time asymptotic expansion to third/fourth order. (see Paulot)
Last edited by Alan on April 7th, 2013, 10:00 pm, edited 1 time in total.
 
User avatar
seanmok
Topic Author
Posts: 0
Joined: June 6th, 2004, 4:01 am

Need help on topics (stochastic vol) for MSc Thesis

April 10th, 2013, 4:58 pm

Thanks Alan. I suppose differential geometry and Riemman manifold are prerequisite to this topic?
 
User avatar
Alan
Posts: 3050
Joined: December 19th, 2001, 4:01 am
Location: California
Contact:

Need help on topics (stochastic vol) for MSc Thesis

April 10th, 2013, 5:16 pm

Yeah, geodesics on curved manifolds, etc: you'd have to get up to speed on that. (see Paulot's refs).It's always possible there is some brute force way of doing it -- it's just a small-time expansion of asolution to a relatively simple pde f_t = y^2 (s^2b f_ss + f_yy + 2 rho s^b f_sy) -- without the dif geom. machinery. I do know a double expansion for the option implied volatility in t and moneyness can be done brute forceand automated for b=1. You might do that, instead. But to do the t expansion, exact in the moneyness and for all b, which is more interesting, probably requires the dif geom.
Last edited by Alan on April 9th, 2013, 10:00 pm, edited 1 time in total.
 
User avatar
Cuchulainn
Posts: 23029
Joined: July 16th, 2004, 7:38 am

Need help on topics (stochastic vol) for MSc Thesis

April 11th, 2013, 10:46 am

Just out of interest: what is the need/rationale to model this on manifolds?
Last edited by Cuchulainn on April 10th, 2013, 10:00 pm, edited 1 time in total.
 
User avatar
Alan
Posts: 3050
Joined: December 19th, 2001, 4:01 am
Location: California
Contact:

Need help on topics (stochastic vol) for MSc Thesis

April 11th, 2013, 1:38 pm

You need the small-time behavior of the transition probability p(t,x,y).Due to Varadhan, this can be written p(t,x,y) ~ exp{-d^2(x,y)/(2 t)} where d is the geodesic distance from x to yon a curved surface with metric g given by the inverse of the diffusion coef matrix. This leads to a verysimple formula for the leading asymptotic smile. Then, you want to develop corrections to that.See my notes, the last talk here
 
frolloos
Posts: 752
Joined: September 27th, 2007, 5:29 pm
Location: Netherlands

Need help on topics (stochastic vol) for MSc Thesis

April 11th, 2013, 5:22 pm

QuoteOriginally posted by: AlanYou need the small-time behavior of the transition probability p(t,x,y).Due to Varadhan, this can be written p(t,x,y) ~ exp{-d^2(x,y)/(2 t)} where d is the geodesic distance from x to yon a curved surface with metric g given by the inverse of the diffusion coef matrix. This leads to a verysimple formula for the leading asymptotic smile. Then, you want to develop corrections to that.See my notes, the last talk hereout of curiosity: are all relevant for finance models spaces of negative curvature?
 
User avatar
Alan
Posts: 3050
Joined: December 19th, 2001, 4:01 am
Location: California
Contact:

Need help on topics (stochastic vol) for MSc Thesis

April 11th, 2013, 6:30 pm

QuoteOriginally posted by: frolloosQuoteOriginally posted by: AlanYou need the small-time behavior of the transition probability p(t,x,y).Due to Varadhan, this can be written p(t,x,y) ~ exp{-d^2(x,y)/(2 t)} where d is the geodesic distance from x to yon a curved surface with metric g given by the inverse of the diffusion coef matrix. This leads to a verysimple formula for the leading asymptotic smile. Then, you want to develop corrections to that.See my notes, the last talk hereout of curiosity: are all relevant for finance models spaces of negative curvature?No. For the SV(p) models discussed in the talk I cited, the Gaussian curvature takes the same sign as p - 3/2. Good question, though. I work this out and show some nice related graphics in my forthcoming Vol. II
Last edited by Alan on April 10th, 2013, 10:00 pm, edited 1 time in total.
 
User avatar
Culverin
Posts: 0
Joined: May 17th, 2012, 5:18 am

Need help on topics (stochastic vol) for MSc Thesis

April 12th, 2013, 4:08 am

Heston belongs to the Affine Term Structure model and has closed form solution.SABR is not affine in general, depending on beta and is restrictive in certain aspect.Equity option/vol smile is better modeled nowadays. Term structure of bond yield is difficult to model/predict as far as I know in academia.
Last edited by Culverin on April 11th, 2013, 10:00 pm, edited 1 time in total.