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Binomial Methods for Option Pricing

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Monte-Carlo Methods. 2. Binomial Trees ... Monte-Carlo Methods. 7. Backwards Induction. We know the value of the option at the final nodes ... – PowerPoint PPT presentation

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Title: Binomial Methods for Option Pricing


1
Binomial Methods for Option Pricing
  • Dave Elliman

2
Binomial Trees
  • Binomial trees are frequently used to approximate
    the movements in the price of a stock or other
    asset
  • In each small interval of time the stock price is
    assumed to move up by a proportional amount u
    or to move down by a proportional amount d

3
Movements in Time Dt(John Hull Book Figure
16.1, page 389)

Su
p
S
1 p
Sd
4
Tree Parameters for aNon-dividend Paying Stock
  • We choose the tree parameters p, u, and d so
    that the tree gives correct values for the mean
    standard deviation of the stock price changes
  • er Dt pu (1 p )d (risk free
    world)
  • s2Dt pu 2 (1 p )d 2 pu (1 p )d 2
    (variance)
  • A further condition often imposed is
  • u 1/ d

5
Assuming no dividends
  • When Dt is small a solution to the equations is

6
The Complete Tree(Figure 16.2, page 391)
S0u 4
S0u 3

S0u 2
S0u 2
S0u
S0u
S0
S0
S0
S0d
S0d
S0d 2
S0d 2
S0d 3
S0d 4
7
Backwards Induction
  • We know the value of the option at the final
    nodes
  • We work back through the tree using risk-neutral
    valuation to calculate the value of the option at
    each node, testing for early exercise when
    appropriate

8
Example Put Option(See Example 16.1, page 391)
  • S0 50 X 50 r 10 s 40
  • T 5 months 0.4167
  • Dt 1 month 0.0833
  • The parameters imply
  • u 1.1224 d 0.8909
  • a 1.0084 p 0.5076

9
Example (continued)
10
How can we modify this for American Options?
  • At each step make the value the greater of the
    current value if we waited to maturity and if we
    exercised now
  • Propogate backwards using that value

11
Over to you to modify the code
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