In
mathematical finance
Mathematical finance, also known as quantitative finance and financial mathematics, is a field of applied mathematics, concerned with mathematical modeling in the financial field.
In general, there exist two separate branches of finance that req ...
, the intertemporal capital asset pricing model, or ICAPM, created by
Robert C. Merton
Robert Cox Merton (born July 31, 1944) is an American economist, Nobel Memorial Prize in Economic Sciences laureate, and professor at the MIT Sloan School of Management, known for his pioneering contributions to continuous-time finance, especia ...
,
is an alternative to the
Capital Asset Pricing Model
In finance, the capital asset pricing model (CAPM) is a model used to determine a theoretically appropriate required rate of return of an asset, to make decisions about adding assets to a Diversification (finance), well-diversified Portfolio (f ...
(CAPM). It is a linear factor model with wealth as state variable that forecasts changes in the distribution of future
returns or
income
Income is the consumption and saving opportunity gained by an entity within a specified timeframe, which is generally expressed in monetary terms. Income is difficult to define conceptually and the definition may be different across fields. F ...
.
In the ICAPM investors are solving lifetime consumption decisions when faced with more than one uncertainty. The main difference between ICAPM and standard CAPM is the additional state variables that acknowledge the fact that
investors
An investor is a person who allocates financial capital with the expectation of a future return (profit) or to gain an advantage (interest). Through this allocated capital the investor usually purchases some species of property. Types of in ...
hedge against shortfalls in consumption or against changes in the future
investment
Investment is traditionally defined as the "commitment of resources into something expected to gain value over time". If an investment involves money, then it can be defined as a "commitment of money to receive more money later". From a broade ...
opportunity set.
Continuous time version
Merton considers a continuous time market in equilibrium.
The state variable (X) follows a
Brownian motion
Brownian motion is the random motion of particles suspended in a medium (a liquid or a gas). The traditional mathematical formulation of Brownian motion is that of the Wiener process, which is often called Brownian motion, even in mathematical ...
:
:
The investor maximizes his
Von Neumann–Morgenstern utility:
:
where T is the time horizon and B
(T),Tthe utility from wealth (W).
The investor has the following constraint on wealth (W).
Let
be the weight invested in the asset i. Then:
:
where
is the return on asset i.
The change in wealth is:
:
We can use
dynamic programming to solve the problem. For instance, if we consider a series of discrete time problems:
:
Then, a
Taylor expansion gives:
:
where
is a value between t and t+dt.
Assuming that returns follow a
Brownian motion
Brownian motion is the random motion of particles suspended in a medium (a liquid or a gas). The traditional mathematical formulation of Brownian motion is that of the Wiener process, which is often called Brownian motion, even in mathematical ...
:
:
with:
:
Then canceling out terms of second and higher order:
:
Using
Bellman equation
A Bellman equation, named after Richard E. Bellman, is a necessary condition for optimality associated with the mathematical Optimization (mathematics), optimization method known as dynamic programming. It writes the "value" of a decision problem ...
, we can restate the problem:
:
subject to the wealth constraint previously stated.
Using
Ito's lemma we can rewrite:
:
and the expected value:
:
After some algebra
[:
:
:]
, we have the following objective function:
:
where
is the risk-free return.
First order conditions are:
:
In matrix form, we have:
:
where
is the vector of expected returns,
the
covariance matrix of returns,
a unity vector
the covariance between returns and the state variable. The optimal weights are:
:
Notice that the intertemporal model provides the same weights of the
CAPM. Expected returns can be expressed as follows:
:
where m is the market portfolio and h a portfolio to hedge the state variable.
See also
*
Intertemporal portfolio choice
References
{{Reflist
* Merton, R.C., (1973), An Intertemporal Capital Asset Pricing Model. Econometrica 41, Vol. 41, No. 5. (Sep., 1973), pp. 867–887
* "Multifactor Portfolio Efficiency and Multifactor Asset Pricing" by Eugene F. Fama, (''The Journal of Financial and Quantitative Analysis''), Vol. 31, No. 4, Dec., 1996
Mathematical finance
Finance theories
Financial economics
Financial models