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Credit derivative valuation and parameter estimation for CIR and Vasicek-type models.Maboulou, Alma Prell Bimbabou. 18 September 2014 (has links)
A credit default swap is a contract that ensures protection against losses occurring due to a
default event of an certain entity. It is crucial to know how default should be modelled for
valuation or estimating of credit derivatives. In this dissertation, we first review the structural
approach for modelling credit risk. The model is an approach for assessing the credit risk of
a firm by typifying the firms equity as a European call option on its assets, with the strike
price (or exercise price) being the promised debt repayment at the maturity. The model can
be used to determine the probability that the firm will default (default probability) and the
Credit Spread.
We second concentrate on the valuation of credit derivatives, in particular the Credit Default
Swap (CDS) when the hazard rate (or even of default) is modelled as the Vasicek-type model.
The other objective is, by using South African credit spread data on defaultable bonds to
estimate parameters on CIR and Vasicek-type Hazard rate models such as stochastic differential
equation models of term structure. The parameters are estimated numerically by the Moment
Method. / Thesis (M.Sc.)-University of KwaZulu-Natal, Durban, 2013.
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A modelling approach for determining the freshwater requirements of estuarine macrophytes.Wortmann, Joanne. January 1998 (has links)
Increased abstraction of water in the catchment results in a reduced or altered pattern of river flow and this holds serious consequences for the downstream estuarine ecosystem. In South Africa this is a serious concern because freshwater is in limited supply and the demand for freshwater can be expected to increase in the future. A large multi-disciplinary consortium of South African scientists are working on projects to determine the freshwater requirements of estuarine ecosystems. As part of this, this thesis reports on research undertaken to develop mathematical models to determine the freshwater requirements of estuarine macrophytes. Three key macrophytes are selected. The macrophytes are Zostera
capensis Setchell, Ruppia cirrhosa Grande, and Phragmites australis. They are common macrophytes in South African estuaries. Zostera and Ruppia are submerged macrophytes and Phragmites is an emergent macrophyte. They have different freshwater environments and therefore respond differently to alterations in freshwater flow. A first order differential equation model is used to determine the effect of different combinations
of open and closed mouth conditions of the estuary on Zostera and Ruppia. The scenarios are selected to determine whether achieving a switch in states from a Zostera-dominated estuary to a Ruppia-dominated estuary is possible. To predict encroachment rates and colonisation patterns, a cellular automaton of the vegetative spread of existing Zostera beds is developed. After analysing various scenarios accounting for
both an increase and a decrease in freshwater supply, the cellular automaton is extended to include interactions between Ruppia and Phragmites. The multi-species model is applied to the Kromme
estuary, South Africa and the Great Brak estuary, South Africa. Various freshwater scenarios are examined from the natural runoff condition to the situation of no freshwater inflow. A sensitivity analysis of the spatial model with Zostera, Ruppia and Phragmites is conducted. / Thesis (Ph.D.)-University of Natal, Pietermaritzburg, 1998.
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Modelling the spatial dynamics of a semi-arid grazing system.Koch, Kathryn Jane. January 1999 (has links)
A large proportion of the world's land surface is covered by semi-arid grasslands, and they provide an important source of income as a grazing resource. A more comprehensive understanding of these complex ecosystems is vital for the effective management of rangelands, as it will lead to an increased and more sustainable economic output. Herbivores modify the spatial pattern of vegetation distribution and their response to
spatially heterogeneous forage resources affects their performance. The spatial aspect of herbivory is often ignored although it is a necessary component of understanding grazing dynamics and the factors affecting herbivore condition. A spatial model is developed which incorporates vegetation and animal dynamics and the interactions between these two components. The effect of different spatial foraging strategies on animal performance and vegetation was investigated. Model results were compared with the output of a non-spatial model to assess the importance of spatially explicit modelling in the context of monitoring animal performance. The relative significance of a number of aspects relating to spatial grazing and animal condition was explored. The results from this research show that significant differences in output are obtained from
spatial versus non-spatial models. While the purpose of a model will determine its nature, the results imply that in certain contexts, a spatial model is essential for accurate results and insight.
The results also indicated that foraging strategies have a large affect on herbivore condition and that spatially explicit models are necessary in the context of investigating the effect of foraging strategies on animal performance. Various aspects that significantly affected animal condition were highlighted and are useful in directing future investigations into
grazing dynamics. It is difficult to conduct field studies under spatially and temporally variable conditions where the interactions between vegetation and herbivores are so complex. In the light of this, modelling was found to be an effective tool that can be used in investigating and revealing important dynamics of semi-arid grazing systems. / Thesis (M.Sc.)-University of Natal, Pietermaritzburg, 1999.
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Modelling and industrial application of flow through two-dimensional porous mediaDu Plessis, J. Prieur 03 1900 (has links)
Thesis (MScEng)--University of Stellenbosch, 2002 / ENGLISH ABSTRACT: A Representative Unit Cell (RUC) model for flow through two-dimensional porous media is
presented and applied to two industrial related problems. The first application is to that of
cross-flow in tube banks. Both staggered and square (inline) configurations are investigated
and the model results are compared to experimental data. The second application is to flow
through a stack in a timber-drying kiln. The RUC model is applied to the anisotropic timber
stack ends and the centre part is modelled with a standard duct flow solution. The results
of the models applied to a timber stack are compared to experimental data obtained from
model tests undertaken in a wind tunnel. The results of the RUC and duct flow models are
found to be in excellent agreement with the data of the experimental models. These models
may be used to optimize kiln designs. / AFRIKAANSE OPSOMMING: 'n Verteenwoordigende Eenheid Sel (VES) model vir vloei deur twee-dimensionele poreuse
media word weergegee en toegepas op twee industriële toepassings. Die eerste toepassing is
op dwarsvloei deur banke van buise. Beide gestapelde en inlyn konfigurasies word ondersoek
waarvan die model resulte met eksperimentele data vergelyk word. Die tweede toepassing
is op vloei deur 'n stapel in 'n hout-droogoond. Die VES model word toegepas op die
anisotropiese ente van houtstapels en die middelste seksie word gemodelleer deur 'n standaard
kanaalvloei oplossing. Die resultate van die modelle toegepas op n 'houtstapel word
vergelyk met eksperimentele data verkry uit model toetse wat in 'n wind-tonnel uitgevoer
is. Die VES en kanaalvloei modelle se resultate stem uitstekend ooreen met die data van die
eksperimentele modelle. Hierdie modelle kan gebruik word om die ontwerp van droogoonde
te optimeer.
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The prediction of flow through two-dimensional porous mediaTerblanche, Luther 03 1900 (has links)
Thesis (MScEng (Mathematical Sciences. Applied Mathematics))--University of Stellenbosch, 2006. / When considering flow through porous media, different flow regimes may be identified. At very small Reynolds numbers the relation between the pressure gradient and the velocity of the fluid is linear. This flow regime ...
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Correlation and tracking using multiple radar sensorsDe Villiers, Hendrik Barney 12 1900 (has links)
Thesis (MScEng (Mathematical Sciences. Applied Mathematics))--University of Stellenbosch, 2005. / Tracking manoeuvring military airborne targets with radar is problematic due to the low scan rates and the high levels of measurement noise. Surveillance systems using multiple radars have the benefit of an increased rate of observation and noise reduction but also have the problem of correlating observations from multiple sensors. Mehtods are discussed to correlate single observations from multiple radar sensors as well as assigning observations to existing tracks. Filtering methods to reduce measurement noise of the target tracks and methods to extrapolate the predicted position of targets are also explored.
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Verification of patient position for proton therapy using portal X-Rays and digitally reconstructed radiographsVan der Bijl, Leendert 12 1900 (has links)
Thesis (MScEng (Applied Mathematics))--University of Stellenbosch, 2006. / This thesis investigates the various components required for the development
of a patient position verification system to replace the existing system used
by the proton facilities of iThemba LABS1. The existing system is based
on the visual comparison of a portal radiograph (PR) of the patient in the
current treatment position and a digitally reconstructed radiograph (DRR)
of the patient in the correct treatment position. This system is not only of
limited accuracy, but labour intensive and time-consuming. Inaccuracies in
patient position are detrimental to the effectiveness of proton therapy, and
elongated treatment times add to patient trauma. A new system is needed
that is accurate, fast, robust and automatic.
Automatic verification is achieved by using image registration techniques
to compare the PR and DRRs. The registration process finds a rigid body
transformation which estimates the difference between the current position
and the correct position by minimizing the measure which compares the
two images. The image registration process therefore consists of four main
components: the DRR, the PR, the measure for comparing the two images
and the minimization method.
The ray-tracing algorithm by Jacobs was implemented to generate the DRRs,
with the option to use X-ray attenuation calibration curves and beam hardening
correction curves to generate DRRs that approximate the PRs acquired
with iThemba LABS’s digital portal radiographic system (DPRS)
better.
Investigations were performed mostly on simulated PRs generated from DRRs, but also on real PRs acquired with iThemba LABS’s DPRS.
The use of the Correlation Coefficient (CC) and Mutual Information (MI)
similarity measures to compare the two images was investigated.
Similarity curves were constructed using simulated PRs to investigate how
the various components of the registration process influence the performance.
These included the use of the appropriate XACC and BHCC, the
sizes of the DRRs and the PRs, the slice thickness of the CT data, the
amount of noise contained by the PR and the focal spot size of the DPRS’s
X-ray tube.
It was found that the Mutual Information similarity measure used to compare
10242 pixel PRs with 2562 pixel DRRs interpolated to 10242 pixels
performed the best. It was also found that the CT data with the smallest
slice thickness available should be used. If only CT data with thick slices is
available, the CT data should be interpolated to have thinner slices.
Five minimization algorithms were implemented and investigated. It was
found that the unit vector direction set minimization method can be used
to register the simulated PRs robustly and very accurately in a respectable
amount of time.
Investigations with limited real PRs showed that the behaviour of the registration
process is not significantly different than for simulated PRs.
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Background subtraction algorithms for a video based systemProfitt, Barton 12 1900 (has links)
Thesis (MScEng (Mathematical Sciences)--University of Stellenbosch, 2009. / ENGLISH ABSTRACT: To reliably classify parts of an image sequence as foreground or background
is an important part of many computer vision systems, such as video surveillance,
tracking and robotics. It can also be important in applications where
bandwidth is the limiting factor, such as video conferencing.
Independent foreground motion is an attractive source of information for this
task, and with static cameras, background subtraction is a particularly popular
type of approach. The idea behind background subtraction is to compare
the current image with a reference image of the background, and from there
decide on a pixel by pixel basis, what is foreground and what is background
by observing the changes in the pixel sequence.
The problem is to get the useful reference image, especially when large parts
of the background are occluded by moving/stationary foreground objects; i.e.
some parts of the background are never seen.
In this thesis four algorithms are reviewed that segment an image sequence
into foreground and background components with varying degrees of success
that can be measured on speed, comparative accuracy and/or memory requirements.
These measures can be then effectively used to decide the application
scope of the individual algorithms. / AFRIKAANSE OPSOMMING: Om betroubaar dele van ’n beeld reeks te klassifiseer as voorgrond of agtergrond
is ’n belangrike deel van baie rekenaarvisie sisteme, byvoorbeeld video
bewaking, volging en robotika. Dit kan ook belangrik wees in toepassings waar
bandwydte die beperkende faktor is, byvoorbeeld video konferensie gesprekke.
Onafhanklik voorgrond beweging is ’n aantreklike bron van informasie vir hierdie
taak, en met statiese kameras, is agtergrond aftrekking ’n populêre benadering.
Die idee agter agtergrond aftrekking is om die huidige beeld met
’n naslaan beeld van die agtergrond te vergelyk, en daarvandaan besluit op ’n
piksel-na-piksel basis, wat is voorgrond en wat is agtergrond deur die observasies
van die veranderinge in die piksel-reeks.
Die probleem is om die naslaan beeld te kry om mee te werk, veral wanneer
groot dele van die agtergrond onsigbaar bly as gevolg van bewegende of stilstaande
voorgrond objekte en sommige dele van die agtergrond word dalk nooit
gesien nie.
In hierdie tesis word vier algorithms ondersoek wat ’n beeld reeks segmenteer
in respektiewe voorgrond en agtergrond komponente met wisselende grade van
sukses wat gemeet kan word deur spoed, vergelykbare akkuraatheid en/of geheu gebruik. Hierdie metings kan dan effektief gebruik word om die applikasie
veld van die individuele algoritmes the bepaal.
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Fast generation of digitally reconstructed radiographs for use in 2D-3D image registrationCarstens, Jacobus Everhardus 12 1900 (has links)
Thesis (MSc (Mathematical Sciences))--Stellenbosch University, 2008. / A novel implementation exploiting modern hardware is explored and found to be a significant improvement over current methods used. A 50 times performance increase in the computation time of DRRs is achieved over the conventional ray casting approach and image registration is performed in under a minute.
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The design of a generic signing avatar animation systemFourie, Jaco 12 1900 (has links)
Thesis (MScIng)--University of Stellenbosch, 2006. / ENGLISH ABSTRACT: We designed a generic avatar animator for use in sign language related projects.
The animator is capable of animating any given avatar that is compliant with the
H-Anim standard for humanoid animation. The system was designed with the
South African Sign Language Machine Translation (SASL-MT) project in mind,
but can easily be adapted to other sign language projects due to its generic design.
An avatar that is capable of accurately performing sign language gestures is
a special kind of avatar and is referred to as a signing avatar. In this thesis we
investigate the special characteristics of signing avatars and address the issue of
finding a generic design for the animation of such an avatar. / AFRIKAANSE OPSOMMING: Ons het ’n generiese karakteranimasiestelsel ontwikkel vir gebruik in gebaretaal
verwante projekte. Die animasiestelsel het die vermo¨e om enige karaktermodel
wat met die H-Anim standaard versoenbaar is, te animeer. Die animasiestelsel
is ontwerp met die oog op gebruik in die South African Sign Language Machine
Translation (SASL-MT) projek, maar kan maklik aangepas word vir ander
gebaretaalprojekte te danke aan die generiese ontwerp.
’n Karaktermodel wat in staat is om gebare akkuraat te maak is ’n spesiale
tipe karaktermodel wat bekend staan as ’n gebaretaal avatar (Engels : signing
avatar). In hierdie tesis ondersoek ons die spesiale eienskappe van ’n gebaretaal
avatar en beskou die soektog na ’n generiese ontwerp vir die animering van
so ’n karaktermodel.
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