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Mathematics in Finance

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Title: Mathematics in Finance


1
Mathematics in Finance
  • 12/12/2007
  • Max Chen
  • Department of Finance
  • Ming Chuan University

2
How to lose a billion dollars in stock market
  • It is as difficult as making a billion dollars in
    stock market
  • But its trivial in derivatives market !

3
3 Major Fields
  • Financial Mathematics
  • Financial Engineering
  • Financial Econometrics

4
Tools you have at hand
  • Probability
  • Mathematical Statistics
  • Stochastic Process
  • Linear Algebra
  • Real Analysis
  • Optimization
  • PDE
  • Numerical Approximation

5
  • Any mathematicians make big fortunes?
  • Yes, but not too many.

6
James Harris Simons
  • Renaissance Technologies is a hedge fund
    management company. Renaissance was started by
    James Simons in 1982. At March 31, 2007, it held
    some 27 billion in public equity positions
  • Chern-Simons form (aka Chern-Simons invariants,
    or Chern-Simons theory )
  • http//en.wikipedia.org/wiki/James_Harris_Simons

7
David E. Shaw
  • Founded by David E. Shaw. Having a Ph.d in
    Computer Science could not have hurt Shaw. He
    made a fortune building automated trading systems
    which exploited anomalies in the stock market.
    Fortune magazine referred to him as King Quant.
    The firm manages approximately US 29 billion in
    aggregate capital.
  • Employment opportunities at D. E. Shaw are known
    to be extremely competitive. A notable past
    worker at D.E Shaw is Jeff Bezos, the founder of
    Amazon.

8
http//www.deshaw.com/index.html
  • Quantitative Analyst
  • Quants apply mathematical techniques and write
    software to develop and analyze statistical
    models for our computerized financial trading
    strategies. Specific responsibilities range from
    examining trading data in an effort to increase
    profitability, decrease risk, and reduce
    transaction costs to conceiving new trading ideas
    and devising the simulations needed to test them.
    Successful quant candidates have traditionally
    been the top students in their respective math,
    physics, engineering, and computer science
    programs a considerable number have also
    competed successfully in the United States and
    International Math Olympiads as well as the
    Putnam Competition.
  • http//en.wikipedia.org/wiki/David_E._Shaw

9
??
  • ??????????????????(ZZ)
  • http//sparrow.yculblog.com/post.1969205.html

10
E. Robert Fernholz
  • Lead Manager since 28-Feb-03Fernholz is the
    director and executive vice president and chief
    investment officer with Enhanced Investments
    Technologies, LLC. He joined the firm in June of
    1987, and was formerly director of research at
    Metropolitan Securities. He has more than 26
    years of investment experience.

11
http//finance.yahoo.com/q/pr?sjrmsx
  • Profile  As of 31-Oct-07 for INTECH Risk-Mgd
    Stock Fund
  • FUND OVERVIEW CategoryLarge Blend
  • Fund FamilyJanus
  • Net Assets524.00M
  • Year-to-Date Return9.65
  • Fund Inception Date28-Feb-03

12
  • INTECHEnhanced Investment Technologies LLC
    (INTECH) has managed institutional portfolios
    since 1987 establishing one of the industrys
    longest continuous records of mathematically
    driven equity investing strategies. INTECH is one
    of the fastest growing and most successful money
    managers in the U.S. and is available in Canada
    to retail mutual fund investors exclusively
    through AGF.

13
  • PhilosophyINTECHs unique investment process
    is based on a mathematical theorem that attempts
    to capitalize on the random nature of stock price
    movements. The goal is to achieve long-term
    returns that outperform the benchmark index,
    while controlling risks and trading costs.

14
  • Dr. Fernholz pioneered mathematical investing
    with the publication of Stochastic Portfolio
    Theory and Stock Market Equilibrium in 1982.
    Today it is the basis of INTECHs investment
    strategy. He has held various academic positions
    in Mathematics and Statistics at Princeton
    University, City University of New York,
    Universidad de Buenos Aires and the University of
    Washington. Dr. Fernholz speaks extensively
    around the world about his work in the field of
    mathematical finance and his research continues
    to advance new and innovative ideas.
  • He received his Ph.D in Mathematics from Columbia
    University and holds an A.B. in Mathematics from
    Princeton University.

15
  • The Key Paper (also book)
  • Stochastic Portfolio Theory An Overview ,
  • Robert Fernholz, Ioannis Karatzas
  • 11/24/2006
  • https//ww3.intechjanus.com/Janus/Intech/intech?co
    mmandresearchListing

16
  • Anyone else?
  • Yes, to name a few
  • Merton, Nobel Prize winner
  • Derman, My Life as a Quant
  • Litterman, Research Head, Goldman Sachs
  • Mulvey, Zenios, Dempster

17
How Complex Math Formulas And "Quant Funds"
Failed Wall Street
  • LTCM
  • Long Term Capital Market was a hedge fund founded
    in 1994 by John Meriwether. It had Myron Scholes
    and Robert Merton on its board, two Nobel Prize
    Winners! At its peak, it made about 40 return
    for its investors. After being heavily leveraged,
    it went bankrupt.
  • The LTCM example teaches you that no matter how
    smart you are, there are some things that are out
    of our reach. A good book on LTCM is "When Genius
    Failed The Rise and Fall of Long-Term Capital
    Management"

18
  • Who Makes Money in Wall Street and How? By
    Daniel Nathan

http//ezinearticles.com/?Who-Makes-Money-in-Wall-
Street-and-Howid588239
19
How about max???
  • What do I specialize?
  • Secrets?
  • Asset Management !
  • and Asset/Liability Management.
  • Science Arts

20
Lets talk about Math !
  • Radon-Nikodym derivative
  • Feynman-Kac Theorem
  • PDE
  • Conditional Expectations
  • All about no arbitrage and equilibrium
  • No risk, no return !
  • Benchmark

21
How about Stat?
  • Cointegration and Pairs Trading
  • Parameter and Model Uncertainty

22
Model Uncertainty
  • Without Model Uncertainty
  • With Model Uncertainty

23
Money, Money, Money
  • 2/20 rule in hedge fund industry

24
Advanced Education
  • Within the last few years, mathematics
    departments at several universities have
    introduced professional master's degree programs
    in financial mathematics. Joining forces in an
    effort to bring the new programs to the attention
    of both the industry and other universities,
    three of the programs--at Chicago, Columbia
    University, and the Courant Institute of
    Mathematical Sciences, New York University--have
    founded the Association of Financial Mathematics
    Programs.

25
QA
26
Reference
  • Salih N. Neftci, 2000, 2nd edition, An
    Introduction to the Mathematics of Financial
    Derivatives. Academic Press.
  • BAXTER, Martin and RENNIE, Andrew, Financial
    Calculus an introduction to derivative pricing,
    Cambridge University Press, 1998.
  • Hull, J. (2003) Option, Futures, and other
    Derivatives, 5th edition.

27
  • Chi-Fu Huang and Robert H. Litzenberger (1988)
    Foundations for Financial Economics. Prentice
    Hall.
  • Eric Zivot and Jiahui Wang, 2003, Modeling
    Financial Time Series with S-Plus, Springer.
  • Tsay, Ruey S., (2002) , Analysis of Financial
    Time Series, John Wiley and Sons.

28
  • Musiela, M. and Rutkowski, M., 1998, Martingale
    Methods in Financial Modelling, 2nd Edition,
    Springer Finance.
  • Thomas Bjork (1998) Arbitrage Theory in
    Continuous Time. Oxford University Press.
  • WILMOTT, Paul, HOWISON, Sam and DEWYNE, Jeff, The
    Mathematics of Financial Derivatives a student
    introduction, Cambridge University Press, 1998.
  • OKSENDAL, Bernt, Stochastic Differential
    Equations an introduction with applications,
    Springer-Verlag, 1998.
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