Math-544. ÊComputational Finance.
The course concerns financial
markets and deals, in particular, with such notions as
á
Stock prices;
á
Pricing of options, forwards, etc;
á
Portfolio selection and optimal behavior in the financial market;
á
Analysis of financial markets.
To establish optimal trading
or investment strategies we consider general aspects of ÊÊÊÊÊ
á
Comparison of risky alternatives.
However, the
emphasis in the course is on
computational
techniques, analysis of real data, and numerical procedures for evaluating prices,
optimal portfolios, etc., in situations when the analytical analysis is intractable.
In particular, we work with some
software which are popular in this area.
The prerequisite is ordinary calculus (not complicated, but
a student should be able, for example, to differentiate simple functions, and
to know what the number e is), and an introductory course of Probability
Theory (say, Stat-550 or Stat-551a are more than enough).
ÊÊÊÊ
The course is
self-contained; in particular Math-580, or Math-581 are NOT needed, though
people who already have taken these courses are strongly recommended to complete
the financial series taking this course too.
List of Topics.
1.
Introduction. Comparison of risky alternatives:
the classical utility theory, Êand some aspects
of the modern theory.
2.
Expected utility maximization in the one-period
framework, and in the dynamic model. Computational aspects of dynamic programming.
3.
Statistics of financial processes. How to
estimate drift and volatility.
4.
A technique for pricing of derivative
securities, in particular, options. Work with software.
5.
Hedging strategies. Computational work with
particular data.
6.
Analysis of the financial market. Evaluation of
typical characteristics.
7.
The Monte Carlo Method, and its application in
security pricing. Variance reduction.
References: Ê
ÊÊÊÊÊ No book is suggested as a mandatory
text-book. We use different sources, in particular, readers and handouts. Most of
topics may be found in the following books.
1.
Hull, John
C.Ê Options, Futures and Other
Derivatives. 4thÊ edition, 2000,
Prentice-Hall.
2.
Financial
Economics, ÊEd. Panjer, 1998, The Actuarial Foundation.
3.
Boyle, P.,
Broadie, M., Glasserman, P. ÊMonte
Carlo metods for security pricing, J. of Economic Dynamics and Control, 21
(1997)
4.
Beninga, S. Financial
Modelling, 2nd edition, The MIT Press, 2000.