2008/12/31 by Abel Rodriguez, Rodriguez, Abel, Enrique ter Horst +1
Economics, Econometrics and Finance · #FOS: Economics and business #Pricing of Securities (q-fin.PR) #q-fin.PR
paper · pdf · doi:10.48550/arxiv.0901.0033
arxiv created 2008/12/31 · arxiv updated 2009/12/01
Extracting market expectations has always been an important issue when making national policies and investment decisions in financial markets. In option markets, the most popular way has been to extract implied volatilities to assess the future variability of the underlying with the use of the Black and Scholes formula. In this manuscript, we propose a novel way to extract the whole time varying distribution of the market implied asset price from option prices. We use a Bayesian nonparametric method that makes use of the Sethuraman representation for Dirichlet processes to take into account the evolution of distributions in time. As an illustration, we present the analysis of options on the SP500 index.