Fractals in Finance and Risk

Embed Size (px)

Citation preview

  • 8/16/2019 Fractals in Finance and Risk

    1/14

     

    Fractals in Finance and

    Risk

    By: Will Brennan

  • 8/16/2019 Fractals in Finance and Risk

    2/14

     

    Why does it matter?

    Finance played a crucial role in thedevelopment of fractal theory

    Fractals are used in nance tomake predictions as to the risk

    involved for particular stocks.

  • 8/16/2019 Fractals in Finance and Risk

    3/14

     

     The Current Model

    Bronian Motiondiscovered !y "ouis

    Bachalier in #$%% &Theoriede la speculation'.

     Theory as later

    developed !y (l!ert)instein* +ean ,errin* and-or!ert Weiner

  • 8/16/2019 Fractals in Finance and Risk

    4/14

     

    Bronian Motion

    http:classes.yale.eduFractalsRandFrac

    BronianBronian/.html

     The Mathematical formula !ehind

    Bronian Motion: 0d1i0 2 &dti'#.3 

    http://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.htmlhttp://classes.yale.edu/Fractals/RandFrac/Brownian/Brownian3.html

  • 8/16/2019 Fractals in Finance and Risk

    5/14

  • 8/16/2019 Fractals in Finance and Risk

    6/14

     

    ( ,ro!lem )mer5es7.

    8oever* hen the 5raph isplotted !y successive prices*

    di9erences emer5e !eteen stockand Bronian Motion.

  • 8/16/2019 Fractals in Finance and Risk

    7/14

     

    (n (lternate Method?

    While the Bronian Motion model can !eadusted to t o!served data* the BM modelis not useful in predictin5 data.

    (nother method is !ased on the o!servationthat stocks are statistically self;scalin5. Themethod is to input a simple al5orithm thatprovides the same scalin5* and then o!serveho many features follo automatically.

  • 8/16/2019 Fractals in Finance and Risk

    8/14

     

    Cartoons aren

  • 8/16/2019 Fractals in Finance and Risk

    9/14

     

    4tep #:6nitiator and

    =enerator

    dt1 = 4/9 - 0 = 4/9, dY

    1 = 2/3 - 0 = 2/3, so dY

    1 = (dt

    1)1/2

    dt2 = 5/9 - 4/9 = 1/9, dY

    2 = 1/3 - 2/3 = -1/3, so -dY

    2 = (dt

    2)1/2

    dt3 = 1 - 5/9 = 4/9, dY3 = 1 - 1/3 = 2/3, so dY3 = (dt3)1/2

    All 3 segments of the Cartoon

    Satsf! the "ondton

    #dY# = (dt

    )1/2

  • 8/16/2019 Fractals in Finance and Risk

    10/14

     

    4tep 3: =enerate>

  • 8/16/2019 Fractals in Finance and Risk

    11/14

     

    4tep /: Randomie

    6n order to make more realistic*introduce randomness in thedirection of the linear se5ments

  • 8/16/2019 Fractals in Finance and Risk

    12/14

     

     The Final Cartoon

  • 8/16/2019 Fractals in Finance and Risk

    13/14

     

    Money mimics Cartoons

    When this necartoon is placed

    alon5sidenancial data*they are very

    similar in termsof lar5e umpsand correlation.

  • 8/16/2019 Fractals in Finance and Risk

    14/14

     

    Conclusion

     Throu5h utiliin5 a cartoon* asu@cient fractal model is a!le to

    make up for the failin5s of theBronian Motion model* alloin5for investors to predict nancial

    risk.