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Financial Engineering
The Valuation of Derivative
Securities
Zvi Wiener
[email protected]
tel: 02-588-3049
Zvi Wiener
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slide 1
Derivative Security
A derivative security is one whose value
depends exclusively on a fixed set of asset
values and time.
Derivatives on traded securities can be priced
in an arbitrage setting.
Derivatives on non traded securities can be
priced in an equilibrium setting.
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Derivative Security
Black-Scholes, Merton 1973
Options, Forwards, Futures, Swaps
Real Options
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Derivative Security
- the proportion of the value paid in cash.
Pure options: = 1.
Pure Forwards: = 0.
No arbitrage assumption.
Free tradability of the underling asset.
Otherwise one have to find the equilibrium.
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Arbitrage Valuation
Primary security X:
dX = (X,t)dt + (X,t) dZ
Derivative security V = V(X,t):
dV = VxdX + 0.5Vxx(dX)2 - Vdt
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Arbitrage Valuation
How we pay for a derivative security?
A proportion is paid now (deposited in a
margin account).
If securities can be deposited in margin
account, then = 0.
If paid in full, = 1.
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Arbitrage Valuation
Arbitrage portfolio: P = V + hX.
dP = dV + h dX
dP = (Vx+h) dX + 0.5Vxx(dX)2- Vdt
In order to completely eliminate the risk, we
should choose (Vx+h) = 0.
Such a portfolio has no risk, thus it must earn
the risk free interest.
Important assumption: X is traded.
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Arbitrage Valuation
Set h = -Vx.
dP must be proportional to the investment in
the portfolio P. This investment is
V-Xh = V-XVx
Thus
dP = rPdt = r(V-XVx) dt
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Arbitrage Valuation
dP = rPdt = r(V-XVx) dt
0.5Vxx(dX)2- Vdt = r(V-XVx) dt
0.5 2Vxx+ rXVx - rV - V = 0
the general valuation for derivatives
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Arbitrage Valuation
0.5 2Vxx+ rXVx - rV - V = 0
Note that (X,t) does NOT enter the equation!
In addition to the equation one has to determine
the boundary conditions, and then to solve it.
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The Forward Contract
Agreement between two parties to buy/sell a
security in the future at a specified price.
No payment is made now (forward), thus =0.
Let X be the price of the underlying asset.
Assume that there are no carrying costs
(dividends, convenience yield, etc.)
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The Forward Contract
Assume that X follows GBM:
(X,t) = X
(X,t) = X
The boundary conditions are:
V(X,0)=X
immediate purchase
V(0, ) = 0
zero is an absorbing boundary
Vx(X, ) <
the hedge ratio is finite
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The Forward Contract
0.5 2X2Vxx+ rXVx - rV - V = 0
V(X,0) = X
This equation was described in Chapter 2.
a = 0.52
b=r
c = - r
d=0
e=0
m=1
n=0
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The Forward Contract
0.5 2X2Vxx + rXVx - rV - V = 0
V(X,0) = X
The Laplace transform is equal X/(s-(1- )r).
The inverse Laplace transform is V(X,)=Xer(1-).
As soon as <1, the forward price is higher than
the spot price.
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The Forward Contract
The hedge ratio is Vx = V/X 1.
A perfectly hedged position holds one forward
contract and is short V/X units of the spot
commodity.
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The European Call Option
Strike E.
Time to maturity .
Value of the option at maturity is: Max(X-E,0).
V
X
E
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The European Call Option
V(X,0) = Max(X-E,0)
V(0, ) = 0
Vx(X, ) <
Normally the price is paid in full, = 1.
The PDE becomes:
0.5 2X2Vxx+ rXVx - rV - V = 0
V(X,0) = Max(X-E,0)
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The European Call Option
0.52X2Vxx+ rXVx - rV - V = 0
V(X,0) = Max(X-E,0)
Can be solved with the Laplace transform.
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The European Call Option
r
V ( X , ) XN (d1 ) Ee
N (d 2 )
X
1 2
ln r
E
2
d1
d 2 d1
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Normal Distribution
N(x)
x
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Put Call Parity
0.52X2Vxx+ rXVx - rV - V = 0
V(X,0) = Max(E-X,0)
V
Put Option
X
E
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Put Call Parity
Underlying
V
Call
Put
E
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X
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Put Call Parity
Underlying
V
Call-Put
E
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X
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Put Call Parity
Underlying =
V
Call-Put+Bond
Bond = Ee-r
E
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X
slide 24
Put Call Parity
X = Call - Put + Ee-r
Synthetic market portfolio
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Hedging
X - h*Call - riskless
What is h?
1
C
h
X
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Hedging
X
d X
C
C
X C
1 C C
2
dX
dX
dX
2
C X
2 X X
2
1 C C 2
dt
2
2 X X
2
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Riskless if volatility
does not change.
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slide 27
Greeks
Delta of an option is
C
X
Gamma of an option is
Theta of an option is
C
t
Vega of an option is
Rho of an option is
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C
r
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C
2
X
2
C
slide 28
BMS Formula and BMS Equation
Delta of an option is
C
N (d1 )
X
Gamma of an option is equal to vega.
When = (t) the BMS can be modified by
T t
T
2
( )d
t
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Implied Volatility
The value of volatility that makes the BMS
formula to be equal to the observed price.
Volatility smile.
Confirms that the BMS formula is more general
than the BMS formula.
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Equilibrium Valuation
This corresponds to the case when the underlying
security does not earn the risk-free rate r.
Example:
dividends are paid (continuously or discrete)
it is not traded
cost-of-carry
(storage, maintenance, spoilage costs)
convenience yield from liquid assets
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Equilibrium Valuation
If the rate of return on X is below the
equilibrium rate, i.e. dX = (-)Xdt + XdZ
0.52X2Vxx+ (r-)XVx - rV - V = 0
Can be solved by a substitution and change
of a numeraire.
Y = Xe-
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V(X, ) = W(Y, )
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The American Option
dX = (-)Xdt + XdZ
While the option is alive it satisfies the PDE:
0.52X2Vxx+ (r-)XVx - rV - V = 0
Optimal exercise boundary: Q()
high contact condition = smooth pasting condition
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The American Option
When X < Q, the equilibrium equation:
0.52X2Vxx+ (r-)XVx - rV - V = 0
When X > Q, the following equation:
0.52X2Vxx+ (r-)XVx - rV - V = rE- X
is derived by substituting V = X-E in the lhs.
V and Vx are continuous at X=Q.
0.52X2Vxx- V is discontinuous at X=Q.
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Exercise 3.1
V is a forward contract on X. X follows a
GBM. Assume that there are no carrying costs,
convenience yield, or dividends. Let the rate of
return on the cash commodity (X) be
= r+(M-r)
a. Find the expected future cash price.
b. Relationship between the forward price and
the expected cash price.
c. Under what conditions the expectation
hypothesis is correct?
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Solution 3.1
dX Xdt XdZ
1
1 1
2
d ln X
dX
( dX )
2
X
2 X
d (ln X ) dt
2
dt dZ
2
2
t Z t
ln X t ln X 0 a
2
X t X 0e
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( 0.5 2 ) t Z t
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Solution 3.1
a. E(Xt)=X0et.
b. F0= E(Xt)e (r-)t.
c. r = , or = 0.
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Exercise 3.2
What are the effects of carrying costs,
convenience yields, and dividends?
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Solution 3.2
E ( X t ) X 0e
( r c d y ) t
r - risk free rate,
c - carrying cost,
d - dividend yield,
y - convenience yield.
All variables represent proportions of costs
or benefits incurred continuously.
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Exercise 3.3
Suppose that an underlying commodity’s price
follows an ABM with drift and volatility .
What economic problems will it cause?
What is the value of a forward contract
assuming that a proportion of the price, , is
kept in a zero-interest margin account?
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Exercise 3.4
Suppose that the value of X follows a mean
reverting process:
dX = (-X)dt+XdZ
When this situation can be used?
Value a forward contract on value of X in periods.
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Exercise 3.8
Value a European option on an underlying index X,
that follows a mean-reverting square root process:
dX = ( - X)dt+XdZ
When this situation can be used?
Value a forward contract on value of X in periods.
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Home Assignment
X follows an ABM. Calculate Et(Xs).
X follows a GBM. Calculate Et(Xs).
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slide 43