Department of Statistical Sciences
Parameter estimation of a bivariate diffusion process : the Heston model
Abstract
dc:description.abstractThe main objective of the research is to estimate the parameters on the Heston (1993) model, which models the movement of asset prices assuming that the asset price volatility is stochastic. The paper concentrates on estimating these parameters by approximating the transitional probabilities of the diffusion process with a saddlepoint distribution. By solving a system of ordinary differential equations that are in terms of the system’s cumulants, and using these solutions to calculate the saddlepoint, the transitional probabilities of the diffusion process can be approximated.
Degree
thesis:*- Grantor dc:publisher.institution
- Department of Statistical Sciences
- Year dc:date.issued
- 2011
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Nomoyi, Siyabulela
- Advisor dc:contributor.advisor
-
- Varughese, Melvin
Rights
- Language dc:language.iso
- eng
Identifiers
dc:identifier.*- Handle dc:identifier.uri
- http://hdl.handle.net/11427/11774
- OAI identifier oai:identifier
- oai:open.uct.ac.za:11427/11774