No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal...

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No marginal arbitrage of the second kind for high production regimes B. Bouchard Ceremade - Univ. Paris-Dauphine, and, Crest - Ensae SPA 2010 Joint work with Adrien Nguyen Huu, CEREMADE and FiME-EDF

Transcript of No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal...

Page 1: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No marginal arbitrage of the second kind for highproduction regimes

B. Bouchard

Ceremade - Univ. Paris-Dauphine, and, Crest - Ensae

SPA 2010

Joint work with Adrien Nguyen Huu, CEREMADE and FiME-EDF

Page 2: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Motivation

• Introduce production capacities in portfolio management

• Study closure properties of the set of hedgeable claims• Deduce a dual formulation for hedgeable claims• Deduce existence result in optimal portfolio management

Page 3: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Motivation

• Introduce production capacities in portfolio management• Study closure properties of the set of hedgeable claims

• Deduce a dual formulation for hedgeable claims• Deduce existence result in optimal portfolio management

Page 4: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Motivation

• Introduce production capacities in portfolio management• Study closure properties of the set of hedgeable claims• Deduce a dual formulation for hedgeable claims

• Deduce existence result in optimal portfolio management

Page 5: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Motivation

• Introduce production capacities in portfolio management• Study closure properties of the set of hedgeable claims• Deduce a dual formulation for hedgeable claims• Deduce existence result in optimal portfolio management

Page 6: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Previous works and novelty

• Kabanov and Kijima (2006) : continuous time model butretrictions (complete Brownian market) .

• Bouchard and Pham (2005) : discrete time, general withpossible frictions.

In these models the production level depends only on the inventoryin production capacities.

Novelties :

• Allow the production level to be “fully” controlled at each timeperiod.

• Allow for arbitrage du to production (but not marginally forhigh production regimes).

Page 7: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Previous works and novelty

• Kabanov and Kijima (2006) : continuous time model butretrictions (complete Brownian market) .

• Bouchard and Pham (2005) : discrete time, general withpossible frictions.

In these models the production level depends only on the inventoryin production capacities.

Novelties :

• Allow the production level to be “fully” controlled at each timeperiod.

• Allow for arbitrage du to production (but not marginally forhigh production regimes).

Page 8: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Previous works and novelty

• Kabanov and Kijima (2006) : continuous time model butretrictions (complete Brownian market) .

• Bouchard and Pham (2005) : discrete time, general withpossible frictions.

In these models the production level depends only on the inventoryin production capacities.

Novelties :

• Allow the production level to be “fully” controlled at each timeperiod.

• Allow for arbitrage du to production (but not marginally forhigh production regimes).

Page 9: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Previous works and novelty

• Kabanov and Kijima (2006) : continuous time model butretrictions (complete Brownian market) .

• Bouchard and Pham (2005) : discrete time, general withpossible frictions.

In these models the production level depends only on the inventoryin production capacities.

Novelties :• Allow the production level to be “fully” controlled at each timeperiod.

• Allow for arbitrage du to production (but not marginally forhigh production regimes).

Page 10: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Previous works and novelty

• Kabanov and Kijima (2006) : continuous time model butretrictions (complete Brownian market) .

• Bouchard and Pham (2005) : discrete time, general withpossible frictions.

In these models the production level depends only on the inventoryin production capacities.

Novelties :• Allow the production level to be “fully” controlled at each timeperiod.

• Allow for arbitrage du to production (but not marginally forhigh production regimes).

Page 11: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .

• Bid-ask matrix : (πijt , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .• πij

t πjkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 12: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .• Bid-ask matrix : (πij

t , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .• πij

t πjkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 13: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .• Bid-ask matrix : (πij

t , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .

• πijt π

jkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 14: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .• Bid-ask matrix : (πij

t , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .• πij

t πjkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 15: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .• Bid-ask matrix : (πij

t , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .• πij

t πjkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 16: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .• Bid-ask matrix : (πij

t , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .• πij

t πjkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .

• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 17: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The financial market• Probability space : (Ω,F ,P), F := Ftt=0,...,T .• Bid-ask matrix : (πij

t , i , j ≤ d)t=0,...,T

• πijt ∈ L0(Ft) = number of units of asset i needed to obtain

one unit of asset j .• πij

t πjkt ≥ πik

t > 0, πiit = 1

• Financial position : V ∈ L0(Rd ) with V i = number of units ofasset i in the portfolio.

• Solvency cone process : K := (Kt)t≤T with

Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i+∑j 6=i

aji−aijπijt (ω) ≥ 0 ∀ i

aji = number of units of i obtained against units of j .• Set of self-financed exchanges at time t

−Kt(ω) := x ∈ Rd : ∃ aij ≥ 0 s.t. x i ≤∑j 6=i

aji−aijπijt (ω) ∀ i

Page 18: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :

• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 19: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :

• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 20: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :

• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 21: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :

• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 22: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 23: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 24: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - The production

• Family of random maps (Rt)t≤T

• Rt+1 : β ∈ L0(Rd+,Ft) 7→ Rt+1(β) ∈ L0(Rd ,Ft+1)

• βi = number of units of asset i consumed and send into theproduction system at time t

• R jt+1(β) = number of units of asset j obtained at time t + 1

from the production.

Example :• Asset 1=cash, asset 2 =future on electricity (for a givenmaturity), asset 3= coal.

• Rt+1(β) depends only on β3

• R it+1(β) = 0 for i 6= 1

Page 25: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - Wealth process

• Strategies

(ξ, β) ∈ A0 := L0((−K )× Rd+,F),

i.e. s.t. (ξt , βt) ∈ L0((−Kt)× Rd+,Ft) for all 0 ≤ t ≤ T

• Set of portfolio holdings that are attainable at time T bytrading from time t with a zero initial holding

ARt (T ) :=

T∑

s=t

ξs − βs + Rs(βs−1)1s≥t+1 , (ξ, β) ∈ A0

.

Page 26: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Model description - Wealth process

• Strategies

(ξ, β) ∈ A0 := L0((−K )× Rd+,F),

i.e. s.t. (ξt , βt) ∈ L0((−Kt)× Rd+,Ft) for all 0 ≤ t ≤ T

• Set of portfolio holdings that are attainable at time T bytrading from time t with a zero initial holding

ARt (T ) :=

T∑

s=t

ξs − βs + Rs(βs−1)1s≥t+1 , (ξ, β) ∈ A0

.

Page 27: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage of second kind conditions - Withoutproduction

There exists various notions in models with fictions. We focus onone :NA2 : (ζ + A0

t (T )) ∩ L0(KT ,F) 6= 0 ⇒ ζ ∈ L0(Kt ,F),∀ ζ ∈ L0(Rd ,Ft) and t ≤ T .

We assume that the efficient friction assumption holds :

EF : πijt π

jit > 1 ∀ i 6= j , t ≤ T .

Equivalently under EF :NA2 : ζ ∈ L0(Kt+1,F)⇒ ζ ∈ L0(Kt ,F), ∀ ζ ∈ L0(Rd ,Ft), t < T .

See Kabanov, Stricker, Rasonyi, Schachermayer for other NAconditions.

Page 28: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage of second kind conditions - Withoutproduction

There exists various notions in models with fictions. We focus onone :NA2 : (ζ + A0

t (T )) ∩ L0(KT ,F) 6= 0 ⇒ ζ ∈ L0(Kt ,F),∀ ζ ∈ L0(Rd ,Ft) and t ≤ T .

We assume that the efficient friction assumption holds :

EF : πijt π

jit > 1 ∀ i 6= j , t ≤ T .

Equivalently under EF :NA2 : ζ ∈ L0(Kt+1,F)⇒ ζ ∈ L0(Kt ,F), ∀ ζ ∈ L0(Rd ,Ft), t < T .

See Kabanov, Stricker, Rasonyi, Schachermayer for other NAconditions.

Page 29: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage of second kind conditions - Withoutproduction

There exists various notions in models with fictions. We focus onone :NA2 : (ζ + A0

t (T )) ∩ L0(KT ,F) 6= 0 ⇒ ζ ∈ L0(Kt ,F),∀ ζ ∈ L0(Rd ,Ft) and t ≤ T .

We assume that the efficient friction assumption holds :

EF : πijt π

jit > 1 ∀ i 6= j , t ≤ T .

Equivalently under EF :NA2 : ζ ∈ L0(Kt+1,F)⇒ ζ ∈ L0(Kt ,F), ∀ ζ ∈ L0(Rd ,Ft), t < T .

See Kabanov, Stricker, Rasonyi, Schachermayer for other NAconditions.

Page 30: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - Strictly consistent pricesystems

• MTt : set of martingales Z on [t,T ] s.t. Zs ∈ intK ∗s for

t ≤ s ≤ T

• K ∗s (ω) =

z ∈ Rd : 0 ≤ z j ≤ z iπijs (ω), i , j ≤ d

.

• Zs ∈ intK ∗s : Z js/Z i

s < πijs (strictly consistent price system -

fictitious price).• If there exists fictitious prices that are martingales, then theno-arbitrage condition holds.

• Theorem : Under EF : NA2 ⇔ PCE 0 : ∃ Z ∈MTt s.t. Zt = X ,

∀ t ≤ T and X ∈ L1(intK ∗t ,Ft).

• Plays the same role as martingale measures :

G ∈ ζ + A0t (T ) “iff” E [ZT (G − ζ)|Ft ] ≤ 0 ∀Z ∈MT

t .

Page 31: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - Strictly consistent pricesystems

• MTt : set of martingales Z on [t,T ] s.t. Zs ∈ intK ∗s for

t ≤ s ≤ T

• K ∗s (ω) =

z ∈ Rd : 0 ≤ z j ≤ z iπijs (ω), i , j ≤ d

.

• Zs ∈ intK ∗s : Z js/Z i

s < πijs (strictly consistent price system -

fictitious price).

• If there exists fictitious prices that are martingales, then theno-arbitrage condition holds.

• Theorem : Under EF : NA2 ⇔ PCE 0 : ∃ Z ∈MTt s.t. Zt = X ,

∀ t ≤ T and X ∈ L1(intK ∗t ,Ft).

• Plays the same role as martingale measures :

G ∈ ζ + A0t (T ) “iff” E [ZT (G − ζ)|Ft ] ≤ 0 ∀Z ∈MT

t .

Page 32: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - Strictly consistent pricesystems

• MTt : set of martingales Z on [t,T ] s.t. Zs ∈ intK ∗s for

t ≤ s ≤ T

• K ∗s (ω) =

z ∈ Rd : 0 ≤ z j ≤ z iπijs (ω), i , j ≤ d

.

• Zs ∈ intK ∗s : Z js/Z i

s < πijs (strictly consistent price system -

fictitious price).• If there exists fictitious prices that are martingales, then theno-arbitrage condition holds.

• Theorem : Under EF : NA2 ⇔ PCE 0 : ∃ Z ∈MTt s.t. Zt = X ,

∀ t ≤ T and X ∈ L1(intK ∗t ,Ft).

• Plays the same role as martingale measures :

G ∈ ζ + A0t (T ) “iff” E [ZT (G − ζ)|Ft ] ≤ 0 ∀Z ∈MT

t .

Page 33: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - Strictly consistent pricesystems

• MTt : set of martingales Z on [t,T ] s.t. Zs ∈ intK ∗s for

t ≤ s ≤ T

• K ∗s (ω) =

z ∈ Rd : 0 ≤ z j ≤ z iπijs (ω), i , j ≤ d

.

• Zs ∈ intK ∗s : Z js/Z i

s < πijs (strictly consistent price system -

fictitious price).• If there exists fictitious prices that are martingales, then theno-arbitrage condition holds.

• Theorem : Under EF : NA2 ⇔ PCE 0 : ∃ Z ∈MTt s.t. Zt = X ,

∀ t ≤ T and X ∈ L1(intK ∗t ,Ft).

• Plays the same role as martingale measures :

G ∈ ζ + A0t (T ) “iff” E [ZT (G − ζ)|Ft ] ≤ 0 ∀Z ∈MT

t .

Page 34: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - Strictly consistent pricesystems

• MTt : set of martingales Z on [t,T ] s.t. Zs ∈ intK ∗s for

t ≤ s ≤ T

• K ∗s (ω) =

z ∈ Rd : 0 ≤ z j ≤ z iπijs (ω), i , j ≤ d

.

• Zs ∈ intK ∗s : Z js/Z i

s < πijs (strictly consistent price system -

fictitious price).• If there exists fictitious prices that are martingales, then theno-arbitrage condition holds.

• Theorem : Under EF : NA2 ⇔ PCE 0 : ∃ Z ∈MTt s.t. Zt = X ,

∀ t ≤ T and X ∈ L1(intK ∗t ,Ft).

• Plays the same role as martingale measures :

G ∈ ζ + A0t (T ) “iff” E [ZT (G − ζ)|Ft ] ≤ 0 ∀Z ∈MT

t .

Page 35: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - In the model withproduction

We work under a version of the NA2 condition.

NA of the second kind for L ( NA2L) : ∀ (ζ, β) ∈ L0(Rd ×Rd+,Ft)

(i) ζ

−β + Lt+1β

∈ L0(Kt+1,Ft+1)⇒ ζ ∈ Kt ,(ii) −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ β = 0.

NMA2 : ∃ (c , L) ∈ L∞(Rd ×Md ,F) s.t. NA2L and

ct+1 + Lt+1β − Rt+1(β) ∈ L0(Kt+1,Ft+1) ∀ β ∈ L0(Rd+,Ft), t < T .

Think at L such that

limη→∞

Rt(ηβ)/η = Ltβ.

Page 36: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - In the model withproduction

We work under a version of the NA2 condition.

NA of the second kind for L ( NA2L) : ∀ (ζ, β) ∈ L0(Rd ×Rd+,Ft)

(i) ζ

−β + Lt+1β

∈ L0(Kt+1,Ft+1)⇒ ζ ∈ Kt ,

(ii) −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ β = 0.

NMA2 : ∃ (c , L) ∈ L∞(Rd ×Md ,F) s.t. NA2L and

ct+1 + Lt+1β − Rt+1(β) ∈ L0(Kt+1,Ft+1) ∀ β ∈ L0(Rd+,Ft), t < T .

Think at L such that

limη→∞

Rt(ηβ)/η = Ltβ.

Page 37: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - In the model withproduction

We work under a version of the NA2 condition.

NA of the second kind for L ( NA2L) : ∀ (ζ, β) ∈ L0(Rd ×Rd+,Ft)

(i) ζ −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ ζ ∈ Kt ,

(ii) −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ β = 0.

NMA2 : ∃ (c , L) ∈ L∞(Rd ×Md ,F) s.t. NA2L and

ct+1 + Lt+1β − Rt+1(β) ∈ L0(Kt+1,Ft+1) ∀ β ∈ L0(Rd+,Ft), t < T .

Think at L such that

limη→∞

Rt(ηβ)/η = Ltβ.

Page 38: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - In the model withproduction

We work under a version of the NA2 condition.

NA of the second kind for L ( NA2L) : ∀ (ζ, β) ∈ L0(Rd ×Rd+,Ft)

(i) ζ −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ ζ ∈ Kt ,(ii) −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ β = 0.

NMA2 : ∃ (c , L) ∈ L∞(Rd ×Md ,F) s.t. NA2L and

ct+1 + Lt+1β − Rt+1(β) ∈ L0(Kt+1,Ft+1) ∀ β ∈ L0(Rd+,Ft), t < T .

Think at L such that

limη→∞

Rt(ηβ)/η = Ltβ.

Page 39: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - In the model withproduction

We work under a version of the NA2 condition.

NA of the second kind for L ( NA2L) : ∀ (ζ, β) ∈ L0(Rd ×Rd+,Ft)

(i) ζ −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ ζ ∈ Kt ,(ii) −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ β = 0.

NMA2 : ∃ (c , L) ∈ L∞(Rd ×Md ,F) s.t. NA2L and

ct+1 + Lt+1β − Rt+1(β) ∈ L0(Kt+1,Ft+1) ∀ β ∈ L0(Rd+,Ft), t < T .

Think at L such that

limη→∞

Rt(ηβ)/η = Ltβ.

Page 40: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

No-arbitrage conditions - In the model withproduction

We work under a version of the NA2 condition.

NA of the second kind for L ( NA2L) : ∀ (ζ, β) ∈ L0(Rd ×Rd+,Ft)

(i) ζ −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ ζ ∈ Kt ,(ii) −β + Lt+1β ∈ L0(Kt+1,Ft+1)⇒ β = 0.

NMA2 : ∃ (c , L) ∈ L∞(Rd ×Md ,F) s.t. NA2L and

ct+1 + Lt+1β − Rt+1(β) ∈ L0(Kt+1,Ft+1) ∀ β ∈ L0(Rd+,Ft), t < T .

Think at L such that

limη→∞

Rt(ηβ)/η = Ltβ.

Page 41: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?

• Consume β at s to produce• Receive Ls+1β at s + 1

Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?E[Z ′s+1(Ls+1βs − βs)|Fs

]

< 0if Z is striclty more favorable than π.

Page 42: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?• Consume β at s to produce

• Receive Ls+1β at s + 1Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?E[Z ′s+1(Ls+1βs − βs)|Fs

]

< 0if Z is striclty more favorable than π.

Page 43: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?• Consume β at s to produce• Receive Ls+1β at s + 1

Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?E[Z ′s+1(Ls+1βs − βs)|Fs

]

< 0if Z is striclty more favorable than π.

Page 44: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?• Consume β at s to produce• Receive Ls+1β at s + 1

Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?E[Z ′s+1(Ls+1βs − βs)|Fs

]

< 0if Z is striclty more favorable than π.

Page 45: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?• Consume β at s to produce• Receive Ls+1β at s + 1

Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?

E[Z ′s+1(Ls+1βs − βs)|Fs

]

< 0if Z is striclty more favorable than π.

Page 46: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?• Consume β at s to produce• Receive Ls+1β at s + 1

Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?E[Z ′s+1(Ls+1βs − βs)|Fs

]

< 0if Z is striclty more favorable than π.

Page 47: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterization

• Price of a position Ls+1β − β ?• Consume β at s to produce• Receive Ls+1β at s + 1

Price at s is zero (need 0 to build it)

• Price of a position : Ls+1β − β in the price system Z ?E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0

if Z is striclty more favorable than π.

Page 48: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterizationDefinitions :• LT

t : set of martingales Z s.t. for t ≤ s < T

E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0 ∀ βs ∈ L0(Rd

+ \ 0,Fs).

• PCEL : ∃ Z ∈MTt ∩ LT

t s.t. Zt = X , ∀ t ≤ T ,X ∈ L1(intK ∗t ,Ft).

Theorem : NA2L ⇔ PCEL.

Remark : Argument splitted on the different time intervals [t, t + 1]and not globally on [0,T ] like for the other no-arbitrage conditions.No need to prove a closure property first : construct the Z ω by ω.Allows for dynamic programming type arguments also generalpasting is not possible (as for density processes of martingalemeasures).

Page 49: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterizationDefinitions :• LT

t : set of martingales Z s.t. for t ≤ s < T

E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0 ∀ βs ∈ L0(Rd

+ \ 0,Fs).

• PCEL : ∃ Z ∈MTt ∩ LT

t s.t. Zt = X , ∀ t ≤ T ,X ∈ L1(intK ∗t ,Ft).

Theorem : NA2L ⇔ PCEL.

Remark : Argument splitted on the different time intervals [t, t + 1]and not globally on [0,T ] like for the other no-arbitrage conditions.No need to prove a closure property first : construct the Z ω by ω.Allows for dynamic programming type arguments also generalpasting is not possible (as for density processes of martingalemeasures).

Page 50: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterizationDefinitions :• LT

t : set of martingales Z s.t. for t ≤ s < T

E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0 ∀ βs ∈ L0(Rd

+ \ 0,Fs).

• PCEL : ∃ Z ∈MTt ∩ LT

t s.t. Zt = X , ∀ t ≤ T ,X ∈ L1(intK ∗t ,Ft).

Theorem : NA2L ⇔ PCEL.

Remark : Argument splitted on the different time intervals [t, t + 1]and not globally on [0,T ] like for the other no-arbitrage conditions.No need to prove a closure property first : construct the Z ω by ω.Allows for dynamic programming type arguments also generalpasting is not possible (as for density processes of martingalemeasures).

Page 51: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterizationDefinitions :• LT

t : set of martingales Z s.t. for t ≤ s < T

E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0 ∀ βs ∈ L0(Rd

+ \ 0,Fs).

• PCEL : ∃ Z ∈MTt ∩ LT

t s.t. Zt = X , ∀ t ≤ T ,X ∈ L1(intK ∗t ,Ft).

Theorem : NA2L ⇔ PCEL.

Remark : Argument splitted on the different time intervals [t, t + 1]and not globally on [0,T ] like for the other no-arbitrage conditions.

No need to prove a closure property first : construct the Z ω by ω.Allows for dynamic programming type arguments also generalpasting is not possible (as for density processes of martingalemeasures).

Page 52: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterizationDefinitions :• LT

t : set of martingales Z s.t. for t ≤ s < T

E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0 ∀ βs ∈ L0(Rd

+ \ 0,Fs).

• PCEL : ∃ Z ∈MTt ∩ LT

t s.t. Zt = X , ∀ t ≤ T ,X ∈ L1(intK ∗t ,Ft).

Theorem : NA2L ⇔ PCEL.

Remark : Argument splitted on the different time intervals [t, t + 1]and not globally on [0,T ] like for the other no-arbitrage conditions.No need to prove a closure property first : construct the Z ω by ω.

Allows for dynamic programming type arguments also generalpasting is not possible (as for density processes of martingalemeasures).

Page 53: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - No-arbitrage characterizationDefinitions :• LT

t : set of martingales Z s.t. for t ≤ s < T

E[Z ′s+1(Ls+1βs − βs)|Fs

]< 0 ∀ βs ∈ L0(Rd

+ \ 0,Fs).

• PCEL : ∃ Z ∈MTt ∩ LT

t s.t. Zt = X , ∀ t ≤ T ,X ∈ L1(intK ∗t ,Ft).

Theorem : NA2L ⇔ PCEL.

Remark : Argument splitted on the different time intervals [t, t + 1]and not globally on [0,T ] like for the other no-arbitrage conditions.No need to prove a closure property first : construct the Z ω by ω.Allows for dynamic programming type arguments also generalpasting is not possible (as for density processes of martingalemeasures).

Page 54: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - Closure property

Definition : A ⊂ L0(Rd ,F) is Fatou-closed if for any sequence(gn)n≥1 ⊂ A which converges P− a.s. to some g ∈ L0(Rd ,F) andsuch that, for some κ ∈ Rd , gn + κ ∈ KT for all n ≥ 1, then g ∈ A.

Theorem : AL0(T ) is Fatou-closed under NA2L. The same holds for

AR0 (T ) under NMA2 and USC .

where

USC : lim supβ∈Rd

+,β→β0Rt(β)− Rt(β0) ∈ −Kt for all β0 ∈ Rd

+ ,

where the limsup is taken component by component.

Page 55: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - Closure property

Definition : A ⊂ L0(Rd ,F) is Fatou-closed if for any sequence(gn)n≥1 ⊂ A which converges P− a.s. to some g ∈ L0(Rd ,F) andsuch that, for some κ ∈ Rd , gn + κ ∈ KT for all n ≥ 1, then g ∈ A.

Theorem : AL0(T ) is Fatou-closed under NA2L.

The same holds forAR

0 (T ) under NMA2 and USC .where

USC : lim supβ∈Rd

+,β→β0Rt(β)− Rt(β0) ∈ −Kt for all β0 ∈ Rd

+ ,

where the limsup is taken component by component.

Page 56: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Main results - Closure property

Definition : A ⊂ L0(Rd ,F) is Fatou-closed if for any sequence(gn)n≥1 ⊂ A which converges P− a.s. to some g ∈ L0(Rd ,F) andsuch that, for some κ ∈ Rd , gn + κ ∈ KT for all n ≥ 1, then g ∈ A.

Theorem : AL0(T ) is Fatou-closed under NA2L. The same holds for

AR0 (T ) under NMA2 and USC .

where

USC : lim supβ∈Rd

+,β→β0Rt(β)− Rt(β0) ∈ −Kt for all β0 ∈ Rd

+ ,

where the limsup is taken component by component.

Page 57: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Super-hedging

Proposition : Assume that NMA2 holds and that AR0 (T ). Let

V ∈ L0(Rd ,F) be such that V + κ ∈ L0(KT ,F) for some κ ∈ Rd .Then, the following are equivalent :(i) V ∈ AR

0 (T ),(ii) E [Z ′TV ] ≤ αR(Z ) for all Z ∈MT

0 .

If moreover

limη→∞

Rt(ηβ)/η = Ltβ for all β ∈ Rd+, t ≤ T ,

then the following are equivalent :(i) V ∈ AR

0 (T ),(ii) E [Z ′TV ] ≤ αR(Z ) for all Z ∈MT

0 ∩LT0 .

If R = L then αR = 0.

Page 58: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Super-hedging

Proposition : Assume that NMA2 holds and that AR0 (T ). Let

V ∈ L0(Rd ,F) be such that V + κ ∈ L0(KT ,F) for some κ ∈ Rd .Then, the following are equivalent :(i) V ∈ AR

0 (T ),(ii) E [Z ′TV ] ≤ αR(Z ) for all Z ∈MT

0 .If moreover

limη→∞

Rt(ηβ)/η = Ltβ for all β ∈ Rd+, t ≤ T ,

then the following are equivalent :(i) V ∈ AR

0 (T ),(ii) E [Z ′TV ] ≤ αR(Z ) for all Z ∈MT

0 ∩LT0 .

If R = L then αR = 0.

Page 59: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Super-hedging

Proposition : Assume that NMA2 holds and that AR0 (T ). Let

V ∈ L0(Rd ,F) be such that V + κ ∈ L0(KT ,F) for some κ ∈ Rd .Then, the following are equivalent :(i) V ∈ AR

0 (T ),(ii) E [Z ′TV ] ≤ αR(Z ) for all Z ∈MT

0 .If moreover

limη→∞

Rt(ηβ)/η = Ltβ for all β ∈ Rd+, t ≤ T ,

then the following are equivalent :(i) V ∈ AR

0 (T ),(ii) E [Z ′TV ] ≤ αR(Z ) for all Z ∈MT

0 ∩LT0 .

If R = L then αR = 0.

Page 60: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Optimal management

Setting• U : P− a.s.-upper semi-continuous and concave random mapfrom Rd to [−∞, 1]

• U(V ) = −∞ on V /∈ KT• U(x0) :=

V ∈ AR

0 (T ) : E [|U(x0 + V )|] <∞6= ∅.

Corollary : If NMA2, USC hold and AR0 (T ) is convex, then ∃

V (x0) ∈ AR0 (T ) such that

E [U(x0 + V (x0))] = supV∈U(x0)

E [U(x0 + V )] .

Page 61: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Optimal management

Setting• U : P− a.s.-upper semi-continuous and concave random mapfrom Rd to [−∞, 1]

• U(V ) = −∞ on V /∈ KT

• U(x0) :=V ∈ AR

0 (T ) : E [|U(x0 + V )|] <∞6= ∅.

Corollary : If NMA2, USC hold and AR0 (T ) is convex, then ∃

V (x0) ∈ AR0 (T ) such that

E [U(x0 + V (x0))] = supV∈U(x0)

E [U(x0 + V )] .

Page 62: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Optimal management

Setting• U : P− a.s.-upper semi-continuous and concave random mapfrom Rd to [−∞, 1]

• U(V ) = −∞ on V /∈ KT• U(x0) :=

V ∈ AR

0 (T ) : E [|U(x0 + V )|] <∞6= ∅.

Corollary : If NMA2, USC hold and AR0 (T ) is convex, then ∃

V (x0) ∈ AR0 (T ) such that

E [U(x0 + V (x0))] = supV∈U(x0)

E [U(x0 + V )] .

Page 63: No marginal arbitrage of the second kind for high ...bouchard/pdf/BH10_slides.pdf · No marginal arbitrage of the second kind for high production regimes B.Bouchard Ceremade - Univ.

Applications - Optimal management

Setting• U : P− a.s.-upper semi-continuous and concave random mapfrom Rd to [−∞, 1]

• U(V ) = −∞ on V /∈ KT• U(x0) :=

V ∈ AR

0 (T ) : E [|U(x0 + V )|] <∞6= ∅.

Corollary : If NMA2, USC hold and AR0 (T ) is convex, then ∃

V (x0) ∈ AR0 (T ) such that

E [U(x0 + V (x0))] = supV∈U(x0)

E [U(x0 + V )] .