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1999 Quantitative Finance Research Papers
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Satchell, S., "The
Small Noise Arbitrage Pricing Theory", April 1999.
Format: PDF, Size: 29 Kb
Abstract:
This paper presents a small-noise version of the Arbitrage Pricing Theory
(APT) which allows us to interpret the approximate linearity of the risk
premia in terms of factor exposures for a fixed number of assets. The approximation
becomes more accurate as the noise of the system decreases, even though
the number of assets stays fixed.
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Chiarella,
C. and Kwon, O., "Forward
Rate Dependent Markovian Transformations of the Heath-Jarrow-Morton Term
Structure Model", April 1999.
Format: PDF, Size: 325 Kb
Abstract:
In this paper, a class of forward rate dependent Markovian transformations
of the Heth-Jarrow-Morton [HJM92] term structure model are obtained by considering
volatility processes that are solutions of linear ordinary differential
equations. These transformations generalise the Markovian system obtained
by Carverhill [Car94], Ritchken and Sankarasubramanian [RS95], Bhar and
Chiarella [BC97], and Inui and Kijima [IK98], and also generalise the bond
price formulae obtained therin.
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Platen,
E., "An Introduction to Numerical Methods for Stochastic Differential
Equations", April 1999.
Abstract:
This paper aims to give an overview and summary of numerical methods for
the solution of stochastic differential equations. It covers discrete time
strong and weak approximation methods that are suitable for different applications.
A range of approaches and results is discussed within a unified framework.
On the one hand, these methods cn be interpreted as generalising the well
developed theory on numerical analysis for deterministic ordinary differential
equations. On the other hand they highlight the specific stochastic nature
of the equations; in some cases these methods lead to completely new and
challenging problems.
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Heath, D., Hurst, S. and Platen,
E., "Modelling the Stochastic Dynamics of Volatility for Equity
Indices", April 1999.
Abstract:
The paper is based on the observations that stockk index returns of major
equity markets are likely to be Student t distributed. It then develops
a class of continuous time stochastic volatility models that is consistent
with such empirical findings. Furthermore, applying the criterion of local
risk minimisation in an incomplete market setting, option prices are computed.
Finally it is shown that implied volatility smile and skew patterns of the
type observed in the markets can be recovered from the resulting stochastic
volatility model.
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Hurst, S. and Platen,
E., "On the Marginal Distribution of Trade Weighted Currency Indices",
April 1999.
Abstract:
In this paper we identify a distribution which suitably fits the marginal
distribution for the daily log increments of trade weighted currency indices.
By considering the class of symmetric generalised hyperbolic distributions
for these increments the Student t distribution appears to be an excellent
candidate. Further well-known asset price models are also studied.
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Platen,
E., "A Financial Market Model", April 1999.
Abstract:
Despite many attempts, the consistent and global modelling of financial
markets remains an open problem. In particular it remains a challenge to
find a simple and tratable economic and probablistic approach to market
modelling. This paper attempts to highlight fundamental properties that
a market model should have. Assuming these properties, which include the
principle of market risk minimisation, it is possible to establish a corresponding
interactive stochastic market dynamics that involves a minimal number of
factors. These factors include the trading volume of assets and the average
trading value of all assets. Several interesting properties related to stochastic
volatility, market index and interest rate dynamics can be derived. Empirical
evidence will be given that supports these findings.
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Clewlow, L. and Strickland, C., "Valuing
Energy Options in a One Factor Model Fitted to Forward Prices",
April 1999.
Format: PDF, Size: 141 Kb
Abstract:
In this paper we develop a single-factor modeling framework which is consistent
with market observable forward prices and volatilities. The model is a special
case of the multi-factor model developed in Clewlow and Stickland [1999b]
and leads to analytical pricing formula for standard options, caps, floors,
collars and swaptions. We also show how American style and exotic energy
derivatives can be priced using trinomial trees, which are constructed to
be consistent with the forward curve and volatility structure. We demonstrate
the application of the trinomial tree to the pricing of a European and American
Asian option. The analysis in this paper extends the results in Schwartz
[1997] and Amin, et al. [1995].
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Lin, S. and Stevenson, M., "Wavelet
Analysis of Index Prices in Futures and Cash Markets: Implication for the
Cost-Of-Carry Model", April 1999.
Format: PDF, Size: 625 Kb
Abstract:
Prices in spot and futures markets are contemporaneously related according
to the theoretical Cost-of-Carry (COC) model. In the literature, on the
other hand, futures index price changes are usually found to lead spot index
prices changes by up to forty-five minutes. This empirical evidence, which
confirms a non-contemporaneous relationship between price changes, has been
argued to have implications for price discovery in both markets, as well
as putting in question for the validity of the COC model. However, we note
that it is price, rather than price change (or return), that is the variable
of interest in the COC model. Price changes are used in the empirical studies,
possibly because both spot and futures index prices are subject to the same
impact from changes in market fundamentals and hence are cointegrated with
each other.
In this paper, it is shown how one can employ the wavelet analysis to reconstruct
price series based only on a subset of information that differentiates the
two fundamentally related prices. Such an analysis not only allows a focus
on examining prices, but also enables examination and comparison of reconstructed
prices based on different levels of information detail. It is found that
the lead-lag relationship still exists between spot and futures index prices.
Such a relationshipis more persistent when more detailed information is
used for price reconstruction. The implication of this result is that, if
market imperfection is to be blamed for the non-contemporaneous relationship
between index prices from the two markets, one should only concentrate on
those imperfections that are likely to occur within very short time horizons.
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Chiarella,
C. and El-Hassan,
N., "Pricing
American Interest Rate Options in a Heath-Jarrow-Morton Framework Using
Method of Lines", August 1999.
Format: PDF, Size: 132 Kb
Abstract:
We consider the pricing of American bond options in a Heath-Jarrow-Morton
framework in which the forward rate volatility is a function of time to
maturity and the instantaneous spot rate of interest. We have shown in Chiarella
and El-Hassan (1996) that the resulting pricing partial differential operators
are two dimensional in the spatial variables. In this paper we investigate
an efficientnumerical method to solve there partial differential equations
for American option prices and the corresponding free exercise surface.
We consider in particular the method of lines which other investigators
(eg Carr and Faguet (1994) and Van der Hoek and Meyer (1997)) have found
to be efficient for American option pricing when there is one spatial variable.
In extending this method for the two dimensional case, we solve the pricing
equation by discretising the time variable and one state varialbe and using
the spot rate of interest as a continuous variable. We compare our method
with the lattice method of Li, Ritchken and Sankarasubramanian (1995).
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Chiarella,
C. and Kwon, O., "Classes
of Interest Rate Models Under the HJM Framework", August 1999.
Format: PDF, Size: 233 Kb
Abstract:
Although the HJM term structure model is widely accepted as the most general
and perhaps the most consistent, framework under which to study interest
rate derivatives, the earlier models of Vasicek, Cox-Ingersoll-Ross, Hull-White,
and Black-Karasinki remain popuar among both academics and practitioners.
It is often stated that these models are special cases of the HJM framework,
but the precise links have not been fully established in the literature.
By beginning with
certain forward rate volatility processes, it is possible to obtain classes
of interest model under the HJM framework that closely resemble the traditional
models listed above. Further, greater insight into the dyanmics of the interest
rate process emerges as a result of natural links being established between
the model parameters and maret observed variables.
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van der Hoek, J. and Platen,
E., "Pricing and Hedging in the Presence of Transaction Costs Under
Local Risk Minimisation", August 1999.
Abstract:
The paper considers the continuous time pricing and hedging of European
options in the presence of small transaction costs and frequent trading
under local risk minimisation. The approach yields mean-self-financing strategies.
The resulting dynamical hedges adapt the trading frequency in dependence
on actual asset price and time to maturity. Explicit asymptotic expressions
for prices and hedging strategies are derived.
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Platen,
E., "A Financial Market Model with Trading Volume and Stochastic
Volatility", August 1999.
Abstract:
The paper describes a continuous time financial market model, where the
basic factord are trading volumes per unit time. These are modelled by squared
Bessel processes. The asset prices are formed by rations of these trading
volumes. They have leptokurtic return distributions and stochastic volatilities
with properties that are similar to those observed in practice. For the
market index the model generates naturally the well-known leverage effect
due to negative correlation between the index and its volatility.
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Fischer, P. and Platen,
E., "Applications of the Balanced Method to Stochastic Differential
Equations in Filtering", August 1999.
Abstract:
The paper studies the application of the balanced method in hidden Markov
chain filtering, an important practical area that requires the strong numerical
solution of stochstic differential equations with multiplicative noise.
Numerical experiments are conducted to enable comparisons between the balanced
method and standard alternative methods in the context of filtering. Both
the mean global error and the sample path properties of the approximate
solutions are compared in a numerical study.
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Elliott, R., Fischer, P. and Platen,
E., "Filtering and Parameter Estimation for a Mean Reverting Interest
Rate Model", August 1999.
Abstract:
A Hidden Markov Model with mean reverting characteristics is considered
as a model for financial time series, particularly interest rates. The optimal
filter for the state of the hidden Markov chain is obtained. A number of
auxiliary filters are obtained that enable the parameters of the model to
be estimated using the EM algorithm. A simulation study demonstrates the
feasibility of this approach.
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Chiarella,
C. and He,
X., "Heterogeneous
Beliefs, Risks and Learning in a Simple Asset Pricing Model", August
1999.
Format: PDF, Size: 9.4 Mb
Abstract:
Trade among individuals occurs either because tastes (risk aversion) differ,
endowments differ, or beliefs differ. Utilisating the concept of :adaptively
rational equilibrium" and a recent framework of Brock and Hommes [6,
7], this paper incorporates risk and learning schemes into a simple discounted
present value asset price model with heterogeneous beliefs. Agents have
different risk aversion coefficients and adapt their beliefs (about future
returns) over time by choosing from different predictors or expectations
functions, based upon their past performance as measured by realized profits.
By using both bifurcation theory and numerical analysis, it is found that
the dynamics of asset pricing is affected by the relative risk attitudes
of different types of investors. It is also found that the external noise
and learning schemes can significantly affect the dynamics. Compared with
the findings of Brock and Hommes [7] on the dynamics caused by chage of
the intensity of choice to switch predictors, it is found that many of their
insights are robust to the generalizations considered; however, the resulting
dynamical behavior is considerably enriched and exhibits some significant
differences.
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Dudenhausen, A., Schlögl,
E. and Schlögl, L., "Robustness
of Gaussian Hedges and the Hedging of Fixed Income Derivatives",
August 1999.
Format: PDF, Size: 307 Kb
Abstract:
The effect of model and parameter misspecification on the effectiveness
of Gaussian hedging strategies for derivative financial instrumens is analyzed,
showing that Gaussian hedges in the "natural" hedging instruments
are particularly robust. This is true for all models that imply Balck/Scholes
- type formulas for option prices and hedging strategies. In this paper
we focus on the hedging of fixed income derivatives and show how to apply
these results both within the framework of Gaussian term structure models
as well as the increasingly popular market models where the prices for caplets
and swaptions are given by the corresponding Black formulas. By explicitly
considering the behaviour of the hedging strategy under misspecification
we also derive the El Karoui, Jeanblanc-Picque and Shreve (1995, 1998) and
Avellaneda, Levy and Paras (1995) results that a superhedge is obtained
in the Black/Scholes model if the misspecified volatility dominates the
true volatility. Furthermore, we show that the robustness and superhedging
result do not hold if the natural hedging instruments are unavailable. In
this case, we study criteria for the optimal choice from the instruments
that are available.
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Schlögl,
E., "A
Multicurrency Extension of the Lognormal Interest Rate Market Models",
August 1999.
Format: PDF, Size: 249 Kb
Abstract:
The Market Models of the term structure of interest rates, in which forward
LIBOR or forward swap rates are modelled to be lognormal under the forward
probability measure of the corresponding maturity, are extended to a multicurrency
setting. If lognormal dynamics are assumed for forward swap rates in two
currencies, for one maturity, with the dynamics for all other maturities
given by no-arbitage relationships. Alternatively, one could choose forward
interest rates in only one currency, say the domestic, to be lognormal and
postulate lognormal dynamics for all forward exchange rates, with the dynamics
of foreign interest rates determined by no-arbitrage relationships.
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Platen,
E., "A Minimal Share Market Model with Stochastic Volatility",
December 1999.
Abstract:
The paper describes a continuous time share market model with a minimal
number of factors. These factors are powers of Bessel processes. The asset
prices are formed by ratios of the factors and have consequently leptokurtic
return distributions. In this framework stochastic volatility with properties
that are similar to those actually observed arises naturally. The model
generates for the market index the well-known leverage effect due to negative
correlation between the index and its volatility. It also incorporates possible
default of an asset and thus models credit risk.
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Platen,
E., "On the Log-Return Distribution of Index Benchmarked Share
Prices", December 1999.
Abstract:
This paper identifies a distribution, which fits the daily log-returns of
index benchmarked share prices. For this data the Student t distribution
appears to provide the best fit under the maximum likelihood ratio test
within the class of symmetric generalised hyperbolic distributions. A share
market model that generates share prices with the observed log-return distribution
is also described.
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Elliott, R. and Platen,
E., "Hidden Markov Chain Filtering for Generalised Bessel Processes",
December 1999.
Abstract:
Finite-dimensionalrecursive filters are obtained for generalised Bessel
processes with a drift parameter that follows a hidden Markov chain. In
particular, filters are constructed for the states, the jumps and the occupation
times of the states of the Markov chain. These lead to estimators for the
transition rates and the levels of the hidden states of the chain. Finally
a minimum variance filter is described that minimises fluctuations of the
filters.
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Schlögl,
E. and Schlögl, L., "A Square-Root Interest Rate Model Fitting
Discrete Initial Term Structure Data", December 1999.
Abstract:
This paper presents the one- and the multifactor versions of a term structure
model in which the factor dynamics are given by Cox/Ingersoll/Ross (CIR)
type "square root" diffusions with piecewise constant parameters.
This model is fitted to initial term structures given by a finite number
of data points, interpolating endogenously. Closed form and near-closed
form solutions for a large class of fixed income derivatives are derived
in terms of a compound noncentral chi-square distribution. An implementation
of the model is discussed where the initial term structure of volatility
is fitted via cap prices.
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Siklos, P., "Inflation Targets and the Yield Curve:
New Zealand and Australia vs. the US", December 1999.
Abstract:
This study considers whether the slope of the yield curve for New Zealand
contains useful economic information. In order to provide some perspective,
the present study also contrasts the New Zealnd experience with evidence
based on US and Australian data.
The princial findings of this study are as follows:
- At short horizons, typically 2 years or less, the term structure for
New Zealand behaves as in the expectations hypothesis of the term structure.
- Nevertheless, there are departures from the expectations hypothesis,
especially in the period when inflation objectives in New Zealand were
on a declining path. Moreover, the policies of the US had a critically
important impact around 1993-94.
- Some evidence was found of an effect from the spread to future inflation
but only when the headline CPI is used to measure inflation; the links
disappear entirely once CPI ex credit costs are employed. The study
argues that such results are consistent with a credible inflation targeting
regime so that term structure serves possibly to signal changes in
real interest rates rather than inflation in New Zealand.
- There is good evidence that the spread helps predict future output
in New Zealand, although the effect seems to dissipate after one year.
once we distinguish between periods of positive versus negative growth
rates in real GDP, the spread influences output up to two years into
the future. Also, when output growth is measured asymmetrically, rising
inflation expectations depress output growth.
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Ellis, C. and Wilson,
P., "A Stochastic Approach to Modelling and Forecasting Dependent
Time-Series", December 1999.
Abstract:
An important assumption underlying traditional theories of financial time-series
behaviour is that consecutive changes in the price of an asset (ie. asset
returns) are independent of each other. For analysts seeking to predict
the future value of an asset, this implies that the best step-ahead forecast
of a time-series is its current value plus or minus a random error. If asset
returns are serially correlated rather than independent, knowledge of the
sign and magnitude of the dependence should improve the accuracy of future
return estimates. The significance of this study is that it develops an
integrated approach to forecasting financial time-series by incorporating
the principles underlying long-term dependence. The approach is unique in
that both the magnitude and the sign of the dependence is considered. Compared
to simple random forecasting, the integrated approach is proven superior
when there is dependence in the underlying series.
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Craddock, M., Heath, D. and Platen,
E., "Numerical Inversion of Laplace Transforms: A Survey of Techniques
with Applications to Derivative Pricing", December 1999.
Abstract:
We consider different approaches to the problem of numerically inverting
Laplace transforms in finance. In particular, we discuss numerical inversion
techniques in the context of Asian option pricing.
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He, C., Terasvirta, T. and Malmsten, H. "Fourth
Moment Structure of a Family of First-Order Exponential GARCH Models",
December 1999.
Abstract:
In this paper we consider the fourth moment structure of a class of first-order
Exponential GARCH models. This class contains as special cases both the
standard Exponential GARCH model and the symmetric and asymmetric Logarithmic
GARCH one. Conditions for the existence of any arbitrary moment are given.
Furthermore, the expressions for the kurtosis and the autocorrelations of
squared observations are derived. The properties of the autocorrelations
of squared observations are derived. The properties of the autocorrelation
structure are discussed and compared to those of the standard first-order
GARCH process. In particular, it is seen that, contrary to the standard
GARCH case, the decay rate of the autocorrelations is not constant and that
the rate can be quite rapid in the beginning, depending on the parameters
of the model.
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Lin, S., "Testing Shifts in Financial Models with
Conditional Heteroskedasticity: An Empirical Distribution Function Approach",
December 1999.
Abstract:
This paper proposes a class of test procedures for a structural change with
an unknown change point. In particular, we consider a general financial
time series model with conditional heteroskedasticity. The test statistics
are constructed via the empirical distribution approach and aim at detecting
a change that may occur beyond the second moment. We derive the asymptotic
null distributions of the test statistics and tabulate the critical values.
Studies of the local power show that the test statistics have non-trivial
local power. Finite sample performances of the proposed tests are studied
via Monte Carlo methods. This test procedures are applied to test the change
point in the S&P 500 daily index returns.
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