on the wealth dynamics of self-financing portfolios under endogenous prices
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On the Wealth Dynamics of Self-financing
Portfolios under Endogeneous Prices
Jan Palczewski
Faculty of MathematicsUniversity of Warsaw
and
School of MathematicsUniversity of Leeds
Vienna, September 2007
Joint work with Jesper Pedersen and Klaus Schenk-Hopp.
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Motivation
Mathematical Finance
Classical continuoustime theory
Price process given
Option pricing
Optimal investment
Economics
Supply and demandPrices by market
clearing
Interaction of investors
Evolution of investors wealth
Price formation
Optimal strategies
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Classical continuous-time finance
Investors are price-takers
Trades have no impact on the marketDynamics of asset prices are given by a stochastic
process, e.g.
St = S0 exp(t + Bt).
There is infinite supply of financial assets
There is infinite divisibility of financial assets
Standing assumption
Small investors!!!
Infinite divisibility of financial assets = big investors
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Large trader and large trades
1 Option hedging has significant impact on stock prices
Empirical proofsLarge trader models: Frey (1998), Platen and Schweizer(1998), Bank and Baum (2004)
2 Large trades cannot be performed without being noticed
splitting large trades into smaller to lower market impact algorithmic tradingusing strategies based on econometric and mathematicalreasoning: Keym and Madhavan (1996), He and Mamaysky(2005)strategies based on analysis of limit order books
Limitations
only one large trader
traders impact on the market is ad-hoc specified
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Equilibrium with heterogeneous agents
many investors, heterogeneous beliefs
dividends
investors are utility maximizers
prices determined to clear the market
one-period models and overlapping generations (De Long,
Shleifer, Summers, Waldmann)
dynamic models are very complicated and often
unsolvable (Hommes)
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The Market
Asset k k= 1, 2
Price Sk(t)
Cumulative dividends Dk(t)
Dk(t) = t
0
k(s)ds
Assets in net supply of 1.
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The Market
Asset k k= 1, 2
Price Sk(t)
Cumulative dividends Dk(t)
Dk(t) = t
0
k(s)ds
Assets in net supply of 1.
Investor i i= 1, 2
Wealth Vi(t)
Consumption rate cVi(t)
Constant proportions
trading strategy (i1, i2)
Portfolio
number of shares of asset k:ikV
i(t)
Sk(t)
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Wealth dynamics
dVi(t) = capital gains + dividends consumption
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Wealth dynamics
dVi(t) = capital gains + dividends consumption
Capital gains
2
k=1
ikVi(t)
Sk(t)dS
k(t)
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Wealth dynamics
dVi(t) = capital gains + dividends consumption
Capital gains
2
k=1
ikVi(t)
Sk(t)dS
k(t)
Dividends
2
k=1
ikVi(t)
Sk(t)dDk(t)
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Wealth dynamics
dVi(t) = capital gains + dividends consumption
Capital gains
2
k=1
ikVi(t)
Sk(t)dS
k(t)
Dividends
2
k=1
ikVi(t)
Sk(t)dDk(t)
Consumption
cVi
(t)dt
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Wealth dynamics
dVi(t) = capital gains + dividends consumption
dVi(t) =2
k=
1
ikVi(t)
Sk(t)
dSk(t) + dDk(t)
cVi(t)dt
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Market clearing
Market clearing condition
1kVi(t)
Sk(t)+
2kVi(t)
Sk(t)= 1, k = 1,2.
Equivalent to the net clearing condition:
d1
k(t) + d2
k(t) = 0, k = 1,2.
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Price formation
Dividend intensities k(t)+
Investment strategies (i1, i2)
+
Investors wealth dynamics+
Market clearing condition
Asset prices Sk(t), k = 1,2
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P i f i
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Price formation
Theorem
1 For any feasible
V1(0),V2(0)
there exists a unique
V1(t),V2(t) satisfyingwealth dynamicsandmarketclearing condition.
2 Asset price dynamics are given by
Sk(t) = 1kV
1(t) + 2kV2(t), k = 1,2.
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M k i di id d i t iti
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Markovian dividend intensities
Relative dividend intensity (t) =1(t)
1(t) + 2(t)
[0,1]
Assumptions
1 (t) is a positively recurrent Markov process
2 its state space is countable3 its initial distribution is stationary (stationary economy)
Theorem
Relative dividend intensity process is ergodic:
limt
1
t
t0
(s)ds = E(0).
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S l ti d i
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Selection dynamics
Theorem
If investor 1 follows strategy
= (11, 12) = (E(0),1 E(0))
and investor 2follows a strategy(21, 22) =
then
limt
1
t
t0
V1(s)
V1(s) + V2(s)ds = 1.
Remarks
1 is based on fundamental valuation.2 Relative wealth of investor 2 converges to zero.
3 At odds with findings in discrete-time evolutionary models
(Evstigneev, Hens, Schenk-Hopp).
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P i d i
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Price dynamics
If one of the investors follows trading strategy then assetprices converge:
limt
1
t
t
0
S1(s)
S1(s) + S2(s)ds = E(0).
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Price dynamics
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Price dynamics
If one of the investors follows trading strategy then assetprices converge:
limt
1
t
t
0
S1(s)
S1(s) + S2(s)ds = E(0).
Fundamental valuation
E1(0)
E1(0) + E2(0)
Our valuation
E
1(0)
1(0) + 2(0)
Remarks
1 Fundamental valuation comes as a result of computing
average historical payoffs.
2 Our valuation is a fundamentally different benchmark.
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Almost sure convergence
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Almost sure convergence
Assumption
For every state x
Ex(x)
2
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Proof
What we hoped to do
Linearization and Lagrange multipliers
Multiplicative Ergodic Theorem
Why? It works fine in discrete-time.
Continous-time setting supprised us. Lagrange multiplier at
the steady state is zero!
What we have done
Domination by a Ricatti-type equation with random
coefficients.One coefficient depending on the solution of the original
problem.
Arcsine law.
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Summary
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Summary
Heterogeneous investors in continuous time model
Wealth dynamics
Optimal investment strategies
Asset pricing - new valuation benchmark
Open problems
Time varying investment strategies
More agents
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