Backward doubly stochastic di erential equations with quadratic growth and applications to quasilinear SPDEs

Size: px
Start display at page:

Download "Backward doubly stochastic di erential equations with quadratic growth and applications to quasilinear SPDEs"

Transcription

1 Backward doubly sochasic di erenial equaions wih quadraic growh and applicaions o quasilinear SPDEs Badreddine MANSOURI (wih K. Bahlali & B. Mezerdi) Universiy of Biskra Algeria La Londe 14 sepember 2007 B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 1 / 28

2 Inroducion Y = ξ + f (s, Y s, Z s ) ds Z s dw s B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 2 / 28

3 Inroducion Y = ξ + f (s, Y s, Z s ) ds Z s dw s u + Lu F (, x, u, σ (, x) Du) = 0 in (0, T ) Rn u (T, x) = g (x) in R n. Lu = 1 2 n a ij (, x) i,j=1 2 u x i x j n b i (, x) u, i,j=1 x i B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 2 / 28

4 Inroducion Y = ξ + f (s, Y s, Z s ) ds + g (s, Y s, Z s ) db s Z s dw s B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 3 / 28

5 Inroducion Y = ξ + f (s, Y s, Z s ) ds + g (s, Y s, Z s ) db s Z s dw s u (, x) = h (x) + s [L s u (s, x) + f (x, u (s, x), (ruσ) (s, x))] ds + g (x, u (s, x), (ruσ) (s, x)) db s s where u 2 R k (Lu) (, x) = (Lu i ) (, x) and L = 1 2 d (σσ 2 ) ij i,j=1 x i x j + 1 i k d b i i=1 x i B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 3 / 28

6 Inroducion Boccardo, Mura, Puel (83), Exeisence de soluions faibles pour des équaions ellipiques quasi-linéaires à croissance quadraique. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 4 / 28

7 Inroducion Boccardo, Mura, Puel (83), Exeisence de soluions faibles pour des équaions ellipiques quasi-linéaires à croissance quadraique. Boccardo, Mura, Puel (88), Exeisence resuls for some quasilinear parabolic equaiopn. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 4 / 28

8 Inroducion Boccardo, Mura, Puel (83), Exeisence de soluions faibles pour des équaions ellipiques quasi-linéaires à croissance quadraique. Boccardo, Mura, Puel (88), Exeisence resuls for some quasilinear parabolic equaiopn. Barles, Mura (95), Uniqueness and he maximum principale for quasilinear ellipic equaion wih quadraic growh condiions. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 4 / 28

9 Inroducion Boccardo, Mura, Puel (83), Exeisence de soluions faibles pour des équaions ellipiques quasi-linéaires à croissance quadraique. Boccardo, Mura, Puel (88), Exeisence resuls for some quasilinear parabolic equaiopn. Barles, Mura (95), Uniqueness and he maximum principale for quasilinear ellipic equaion wih quadraic growh condiions. M. Kobylanski, Backward sochasic di erenial equaions and parial di erenial equaions wih quadraic growh, Ann of probabiliy vol 28 (2000) No 2, B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 4 / 28

10 Inroducion Backward doubly sochasic di erenial equaion (BDSDE) are equaion of he following ype : Y = ξ + f (s, Y s, Z s ) ds + g (s, Y s ) db s Z s dw s, where he dw is a forward Iô inegral and he db is a backward Iô inegral. 0 T (1.1) Pardoux-Peng (1994) are inroduced his ype of equaions, and hey have proved he exisence and uniqueness of soluions for BDSDEs when g and f is uniformly Lipschiz. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 5 / 28

11 Inroducion Backward doubly sochasic di erenial equaion (BDSDE) are equaion of he following ype : Y = ξ + f (s, Y s, Z s ) ds + g (s, Y s ) db s Z s dw s, where he dw is a forward Iô inegral and he db is a backward Iô inegral. 0 T (1.1) Pardoux-Peng (1994) are inroduced his ype of equaions, and hey have proved he exisence and uniqueness of soluions for BDSDEs when g and f is uniformly Lipschiz. Y. Shi, Y. Gu and K. Liu (2005), have proved he exisence of soluion for BDSDE when g is uniformly lipischiz and f coninuous, wih sub-linear growh in y and z. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 5 / 28

12 Inroducion Backward doubly sochasic di erenial equaion (BDSDE) are equaion of he following ype : Y = ξ + f (s, Y s, Z s ) ds + g (s, Y s ) db s Z s dw s, where he dw is a forward Iô inegral and he db is a backward Iô inegral. 0 T (1.1) Pardoux-Peng (1994) are inroduced his ype of equaions, and hey have proved he exisence and uniqueness of soluions for BDSDEs when g and f is uniformly Lipschiz. Y. Shi, Y. Gu and K. Liu (2005), have proved he exisence of soluion for BDSDE when g is uniformly lipischiz and f coninuous, wih sub-linear growh in y and z. In he presen noe, we consider he case where g is uniformly lipischiz and f is coninuous and quadraic growh in z. We prove he exisence a minimal and a maximal soluion. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 5 / 28

13 BDSDE wih quadraic growh Le f : Ω [0, T ] R R d! R g : Ω [0, T ] R! R be measurable and such ha for any (y, z) 2 R R d, f (., y, z) 2 M 2 0, T, R d g (., y) 2 M 2 (0, T, R) Moreover, we assume ha here exis consans C > 0 and K > 0, such ha for any (ω, ) 2 Ω [0, T ] and (y, z) 2 R R d, 8 >< jf (, y, z)j C 1 + jzj 2 jg (, y 1 ) g (, y 2 )j C jy 1 y 2 j (H1) >: g (, y) K le us assume ha ξ 2 S T ([0, T ], R). B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 6 / 28

14 BDSDE wih quadraic growh De niion A pair of process (y, z) : Ω [0, T ]! R R d is soluion of BDSDE (1.1) if (y, z) 2 S T ([0, T ] ; R) M2 T 0, T ; Rd, and sais es BDSDE (1.1). B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 7 / 28

15 Exisence resul Theorem Under Assumpion (H1), BDSDE (1.1) has a soluion (Y, Z ) 2 S T ([0, T ], R) M2 T 0, T, Rd. Moreover, his equaion admis a minimal soluion (Y, Z ) and a maximal soluion (Y, Z ). B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 8 / 28

16 Uniqueness resul We say ha he coe cien f sais es condiion (H1)-(H2) wih some consans C, C 1 > 0, if for every 2 R +, 8 < jf (, y, z)j C 1 + jzj 2, P p.s : f z (, y, z) (H2) C (1 + jzj) Theorem f (, y, z) y C jzj 2, P p.s. (H3) Under Assumpions (H2)-(H3), BDSDE (1.1) has a uinque soluion in S T ([0, T ], R) M2 T 0, T, Rd. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 9 / 28

17 BDSDE and quasilinear SPDEs Le b 2 C 3 R d, R d, and σ 2 C 3 R d, R d d. For (, x) 2 [0, T ] R d, le fxs,x, s T g denoe he unique soluion of he following SDE : Le h 2 C 2 f(y,x s BDSDE:, Z,x s dx,x s = b X,x s X,x s = x, ds + σ X,x s dws, s T (1.2) R d, R. For (, x) 2 [0, T ] R d, le ) ; s T g denoe he unique soluion of he following s = h X,x + f Y,x T s s Zr,x dw s r, X,x r, Y,x r, Zr,x dr + g s r, X,x r, Yr,x dbr (1.3) B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 10 / 28

18 BDSDE and quasilinear SPDEs We will relae BDSDE (1.3) o he following quasilinear backward sochasic parial di erenial equaions: u (, x) = h (x) + [Lu (s, x) + f (s, x, u (s, x), (ruσ) (s, x))] ds + g (s, x, u (s, x)) db s (1.4) where u : R + R d! R, wih L = 1 2 d i,j=1 (σσ ) ij (, x) 2 x i x j Theorem + d i=1 b i (, x) x i. Le f, g saisfy assumpion (H1). Le fu (, x), (, x) 2 [0, T ] R d g be a random eld such ha u(, x) is F,T B measurable for each (, x), u 2 C 0,2 [0, T ] R d, R a.s, and u sais es equaion (1.4). Then u (, x) = Y,x, where f(ys,x, Zs,x ) ; s T g 0,x 2R d is he unique soluion of he BDSDE (1.3). B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 11 / 28

19 Proof of he exisence Proposiion Le (Y, Z ) 2 ST (R) M2 T Rd be a soluion of BDSDE (1.1), wih parameers (f, g, ξ), and suppose ha f sais es (H1). Then for all 0 T, ( resp. Y E " # + Y E sup Y T /F + C (T ) a.s Ω " inf Ω Y T /F # C (T ) a.s). Moreover, here exiss a consan ec depending on ky k and C such ha E 0 jz s j 2 ds ec. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 12 / 28

20 Proof of he exisence Consider he soluion ϕ of he sochasic di erenial equaion : + ϕ = sup Y T + Cds + g (s, ϕ s ) db s C > 0. Ω Our aim is o prove ha Y ϕ. Applying Iô s formula o he process Y ϕ, wih he increasing C 2 funcion G given by e 2Cu 1 2Cu 2C G (u) = 2 u 2 for u 2 [0, M] 0 for u 2 [ M, 0] where M = ky k + kϕk, Applying Gronwall s lemma we ge: EG (Y ϕ ) = 0, 8 2 [0, T ], We obain Y ϕ P a.s. Hence, " # + Y E sup Y T /F + C (T ) = M +. Ω B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 13 / 28

21 Proof of he exisence The second inequaliy will be proved by using similar argumens. Indeed, le ψ be he soluion of he SDE : ψ = inf Y T Ω Cds + g (s, ψ s ) db s. This implies ha Y ψ, P a.s, and hen " # Y E inf Y T /F C (T ) = M. P a.s. Ω We shall prove he inequaliy E R T 0 jz s j 2 ds ec. Le M = ky k and he funcion H de ned on [ M, M] by H (y) = 1 h 2C (y +M ) 2C 2 e (1 i + 2C (y + M)), B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 14 / 28

22 Proof of he exisence Io s formula applied o H (Y ) i holds ha: EH (Y 0 ) + E 0 jz s j 2 ds H (M) + M 2 Ce 4CM T, which leads E R T 0 jz s j 2 ds H (M) + M 2 Ce 4CM T = ec B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 15 / 28

23 Proof of he exisence 1 K. Bahlali, S. Hamadene and B, Mezerdi, Backward sochasic di erenial equaion wih wo re ecing barriers and coninuous wih quadraic growh coe cien, Sochasic processes and heir applicaions 115 (2005) pp B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 16 / 28

24 Proof of he exisence 1 K. Bahlali, S. Hamadene and B, Mezerdi, Backward sochasic di erenial equaion wih wo re ecing barriers and coninuous wih quadraic growh coe cien, Sochasic processes and heir applicaions 115 (2005) pp M. Kobylanski, Backward sochasic di erenial equaions and parial di erenial equaions wih quadraic growh, Ann of probabiliy vol 28 (2000) No 2, B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 16 / 28

25 Proof of he exisence 1 K. Bahlali, S. Hamadene and B, Mezerdi, Backward sochasic di erenial equaion wih wo re ecing barriers and coninuous wih quadraic growh coe cien, Sochasic processes and heir applicaions 115 (2005) pp M. Kobylanski, Backward sochasic di erenial equaions and parial di erenial equaions wih quadraic growh, Ann of probabiliy vol 28 (2000) No 2, J.P. Lepelier, J. San-Marin, Exisence for BSDE wih superlinear-quadraic coe cien, Sochasic Sochasic Rep. 63 (1998) B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 16 / 28

26 Proof of he exisence Le us consider he following BDSDE X = η + F (s, X S, Λ s ) ds + G (s, X s ) db s Λ s dw s. (1.5) Theorem Assume he following hypoheses. (i) η be bounded and F T measurable random variable wih values in R. (ii) F : Ω [0, T ] ]0, [ R d! R a P measurable funcion, coninuous in (x, λ) and saisfying he following srucure condiion : 9C > 0 el que 8, x, λ P p.s 2C 2 x C jλj 2 F (s, x, λ) 2C 2 x and jg (, x)j 2CK jxj. Then BDSDE (1.5) has a maximal soluion (X, Λ ). B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 17 / 28

27 Proof of he exisence Following Proposiion 3, we have M Y M +, hen m = e 2cM X e 2cM + = M Sep 1 Exisence of X. Le γ p : R d! R be a smooh funcion saisfying : le us de ne he funcion γ p (λ) = 1 si jλj 1 0 si jλj 1 F p (, x, λ) = 2c 2 x 1 γ p (λ) + γ p (λ) F (, x, λ). we have lim p! & F p = F. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 18 / 28

28 Proof of he exisence Applying heorem he exisence in Y. Shi e al. he BDSDE associaed wih (F p, G, η) has a soluion (X p, Λ p ). Again by applying he comparison heorem proved in Y. Shi e al., i follows ha M X p X p+1 m. Since F p+1 F p, here exiss a process X such ha X = lim X p 8 T, P p.s. p! In addiion P a.s, for all T, M X m. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 19 / 28

29 Proof of he exisence Sep 2. There exiss a subsequence of (Λ p ) p1 which converges in M 2. The sequence (Λ p ) p1 is bounded in M 2 by proposiion 3, hen here exiss a subsequence of (Λ p ) p1, which we sill denoe by (Λ p ) p1, which converges weakly in M 2 o a process Λ := (Λ ) T. Le θ = max 1 m, 4c2 M, φ (x) = e 12θx 1 12θ x and p q, hen we have X p X q. On he oher hand, by using Iô s formula wih φ (X p X q ) he fac (Λ p ) p1 converge weakly in M 2, from which we deduce ha lim E jλ p p! s Λ s j 2 ds = 0. Hence (Λ p s ) p1 converges o Λ s. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 20 / 28

30 Proof of he exisence Sep 3. The process X = (X ) T is coninuous. We shall prove ha (X p ) converges uniformly o X in L 2. Le p q, applying Iô s formula o (X p X q ) 2, and applying Burkholder-Davis-Gundy inequaliy, aqnd he fac F and F p are coninuous, and (F p ) is a decreasing sequence converging o F, hen by Dini s heorem (F p (,.,.)) converges o F (,.,.) uniformly. On he oher hand, since (Λ p ) converge in M 2 o Λ, hen here exiss eλ 2 M 2 and a subsequence, which we sill denoe (Λ p ) p1 such ha (Λ p ) converge o Λ and sup p1 jλ p j eλ. Then F p (s, Xs p, Λ p s ) converges o F (s, Xs p, Λ p s ), d dp p.s. Moreover for consan C 1. F p (s, Xs p, Λ p s ) C jλ p j 2 C Λ e p 2 B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 21 / 28

31 Proof of he exisence Finally, since he sequence (X p ) p1 is bounded, he Lebesgue dominaed convergence heorem implies ha 0 E (Xs p Xs q ) (F p (s, Xs p, Λ p s ) F q (s, Xs q, Λ q s )) ds! 0 p,q! 0 Hence, he sequence (X p ) p1 converges uniformly o X in L 2 and hen X is coninuous. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 22 / 28

32 Proof of he exisence Sep 4. Maximal and minimal soluions Le (X, Λ) and (X, Λ ) wo soluions of (1.5). For p 1 and n 1, le F n p be he funcion de ned by : F n p (, x, λ) = sup ff p (, u, v) n (ju xj + jv λj)g. u,v 2R 2 Since we have jf p (, x, λ)j C jλj 2, he funcion F n p is Lipschiz in (x, λ) and converges of p as n!. Now le X n p, Λ n p be a soluion of he BDSDE associed wih F n p, G, η. Since F n p F p F, X n p X for all n, p 1, hen for all p 1 we have lim n! X n p = X p. Therefore X p X and naly X X which implies ha he soluion considered is maximal. The exisence of a minimal soluion is based on he same argumens. Indeed, le (X, Λ ) anoher soluion of (1.5). For all p 1 and n 1, le F n p be he funcion de ned by F n p (, x, λ) = inf ff p (, u, v) + n (ju xj + jv λj)g. u,v 2R 2 B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 23 / 28

33 Proof of he exisence Since we have jf p (, x, λ)j C p 2, he funcion Fp n is Lipschiz in (x, λ) and converges o F p as n!. Now le Xp n, Λ n p be he soluion of he BDSDE associed wih Fp n, G, η. Since Fp n F p, Xp n X for all n, p 1. herefore for all p 1, we have lim n! Xp n = X p. Hence X p X and naly X X, which implies ha he soluion considered is minimal. B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 24 / 28

34 Proof of he exisence Proof of heorem (1.4) We ransform equaion (1.1) by he exponenial funcion X = e 2cY, we are led o solving he following BDSDE : X = η + F (s, X S, Λ s ) ds + G (s, X s ) db s Λ s dw s. (1.5) Applying Iô s formula o X = e 2cY, we ge X = X T cX s f (s, Y s, Z s ) ds 4c 2 X s jg (s, Y s )j cX s g (s, Y s ) db s + 2cX s Z s dw 4c 2 X s jz s j 2 ds, B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 25 / 28

35 Proof of he exisence where F (s, x, λ) = 2cx G (s, x) = 2cxg " f s, ln x s, ln x 2c 2c, λ 2cx, + c g s, ln x 2 2c # jλj 2 4cx 2 and X s = e 2cY s. This implies in paricular ha Y s = ln X s 2c, Z s = Λ s 2cX s η = e 2cξ. I is no di cul o show ha he generaor F (s, x, λ) sais es he srucure condiion, and hen we are in a posiion o apply heorem 5, o prove exisence of a maximal soluion o he BDSDE (1.5) and hen he same can be claimed for equaion (1.1) wih Y s = ln X s 2c, Z s = Λ s 2cX s. and B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 26 / 28

36 References K. Bahlali, S. Hamadene and B, Mezerdi, Backward sochasic di erenial equaion wih wo re ecing barriers and coninuous wih quadraic growh coe cien, Sochasic processes and heir applicaions 115 (2005) pp G. Barles and F. Mura, Uniqueness and he maximum principle for quasilinear ellipic equaions wih quadraic growh condiions, Arch. Raional Mech. Anal. 133 (1995) M. Eddahbi, Y. El Qalli, From empirical observaions o modeling The Forward Rae via SPDE. Preprin, universié Cadi Ayyad, Marrakech, Maroc. Submied M. Kobylanski, Backward sochasic di erenial equaions and parial di erenial equaions wih quadraic growh, Ann of probabiliy vol 28 (2000) No 2, E. Pardoux, S. Peng, Backward souchasic di erenial equaions and quasilinear parabolic parial di erenial equaion, In rozuvskii, B.L., B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 27 / 28

37 Thank you for your aenion B. Mansouri (Biskra-Algeria) BDSDE wih quadraic growh 14/09 28 / 28

Uniqueness of solutions to quadratic BSDEs. BSDEs with convex generators and unbounded terminal conditions

Uniqueness of solutions to quadratic BSDEs. BSDEs with convex generators and unbounded terminal conditions Recalls and basic resuls on BSDEs Uniqueness resul Links wih PDEs On he uniqueness of soluions o quadraic BSDEs wih convex generaors and unbounded erminal condiions IRMAR, Universié Rennes 1 Châeau de

More information

An Introduction to Malliavin calculus and its applications

An Introduction to Malliavin calculus and its applications An Inroducion o Malliavin calculus and is applicaions Lecure 5: Smoohness of he densiy and Hörmander s heorem David Nualar Deparmen of Mahemaics Kansas Universiy Universiy of Wyoming Summer School 214

More information

Generalized Snell envelope and BSDE With Two general Reflecting Barriers

Generalized Snell envelope and BSDE With Two general Reflecting Barriers 1/22 Generalized Snell envelope and BSDE Wih Two general Reflecing Barriers EL HASSAN ESSAKY Cadi ayyad Universiy Poly-disciplinary Faculy Safi Work in progress wih : M. Hassani and Y. Ouknine Iasi, July

More information

An Introduction to Backward Stochastic Differential Equations (BSDEs) PIMS Summer School 2016 in Mathematical Finance.

An Introduction to Backward Stochastic Differential Equations (BSDEs) PIMS Summer School 2016 in Mathematical Finance. 1 An Inroducion o Backward Sochasic Differenial Equaions (BSDEs) PIMS Summer School 2016 in Mahemaical Finance June 25, 2016 Chrisoph Frei cfrei@ualbera.ca This inroducion is based on Touzi [14], Bouchard

More information

Existence and uniqueness of solution for multidimensional BSDE with local conditions on the coefficient

Existence and uniqueness of solution for multidimensional BSDE with local conditions on the coefficient 1/34 Exisence and uniqueness of soluion for mulidimensional BSDE wih local condiions on he coefficien EL HASSAN ESSAKY Cadi Ayyad Universiy Mulidisciplinary Faculy Safi, Morocco ITN Roscof, March 18-23,

More information

Utility maximization in incomplete markets

Utility maximization in incomplete markets Uiliy maximizaion in incomplee markes Marcel Ladkau 27.1.29 Conens 1 Inroducion and general seings 2 1.1 Marke model....................................... 2 1.2 Trading sraegy.....................................

More information

Couplage du principe des grandes déviations et de l homogénisation dans le cas des EDP paraboliques: (le cas constant)

Couplage du principe des grandes déviations et de l homogénisation dans le cas des EDP paraboliques: (le cas constant) Couplage du principe des grandes déviaions e de l homogénisaion dans le cas des EDP paraboliques: (le cas consan) Alioune COULIBALY U.F.R Sciences e Technologie Universié Assane SECK de Ziguinchor Probabilié

More information

Dual Representation as Stochastic Differential Games of Backward Stochastic Differential Equations and Dynamic Evaluations

Dual Representation as Stochastic Differential Games of Backward Stochastic Differential Equations and Dynamic Evaluations arxiv:mah/0602323v1 [mah.pr] 15 Feb 2006 Dual Represenaion as Sochasic Differenial Games of Backward Sochasic Differenial Equaions and Dynamic Evaluaions Shanjian Tang Absrac In his Noe, assuming ha he

More information

Approximation of backward stochastic variational inequalities

Approximation of backward stochastic variational inequalities Al. I. Cuza Universiy of Iaşi, România 10ème Colloque Franco-Roumain de Mahémaiques Appliquées Augus 27, 2010, Poiiers, France Shor hisory & moivaion Re eced Sochasic Di erenial Equaions were rs sudied

More information

Example on p. 157

Example on p. 157 Example 2.5.3. Le where BV [, 1] = Example 2.5.3. on p. 157 { g : [, 1] C g() =, g() = g( + ) [, 1), var (g) = sup g( j+1 ) g( j ) he supremum is aken over all he pariions of [, 1] (1) : = < 1 < < n =

More information

Singular control of SPDEs and backward stochastic partial diffe. reflection

Singular control of SPDEs and backward stochastic partial diffe. reflection Singular conrol of SPDEs and backward sochasic parial differenial equaions wih reflecion Universiy of Mancheser Join work wih Bern Øksendal and Agnès Sulem Singular conrol of SPDEs and backward sochasic

More information

Backward stochastic dynamics on a filtered probability space

Backward stochastic dynamics on a filtered probability space Backward sochasic dynamics on a filered probabiliy space Gechun Liang Oxford-Man Insiue, Universiy of Oxford based on join work wih Terry Lyons and Zhongmin Qian Page 1 of 15 gliang@oxford-man.ox.ac.uk

More information

On a Fractional Stochastic Landau-Ginzburg Equation

On a Fractional Stochastic Landau-Ginzburg Equation Applied Mahemaical Sciences, Vol. 4, 1, no. 7, 317-35 On a Fracional Sochasic Landau-Ginzburg Equaion Nguyen Tien Dung Deparmen of Mahemaics, FPT Universiy 15B Pham Hung Sree, Hanoi, Vienam dungn@fp.edu.vn

More information

EMS SCM joint meeting. On stochastic partial differential equations of parabolic type

EMS SCM joint meeting. On stochastic partial differential equations of parabolic type EMS SCM join meeing Barcelona, May 28-30, 2015 On sochasic parial differenial equaions of parabolic ype Isván Gyöngy School of Mahemaics and Maxwell Insiue Edinburgh Universiy 1 I. Filering problem II.

More information

Positive continuous solution of a quadratic integral equation of fractional orders

Positive continuous solution of a quadratic integral equation of fractional orders Mah. Sci. Le., No., 9-7 (3) 9 Mahemaical Sciences Leers An Inernaional Journal @ 3 NSP Naural Sciences Publishing Cor. Posiive coninuous soluion of a quadraic inegral equaion of fracional orders A. M.

More information

arxiv: v2 [math.pr] 12 Jul 2014

arxiv: v2 [math.pr] 12 Jul 2014 Quadraic BSDEs wih L erminal daa Exisence resuls, Krylov s esimae and Iô Krylov s formula arxiv:4.6596v [mah.pr] Jul 4 K. Bahlali a, M. Eddahbi b and Y. Ouknine c a Universié de Toulon, IMATH, EA 34, 83957

More information

arxiv: v1 [math.ca] 15 Nov 2016

arxiv: v1 [math.ca] 15 Nov 2016 arxiv:6.599v [mah.ca] 5 Nov 26 Counerexamples on Jumarie s hree basic fracional calculus formulae for non-differeniable coninuous funcions Cheng-shi Liu Deparmen of Mahemaics Norheas Peroleum Universiy

More information

Ann. Funct. Anal. 2 (2011), no. 2, A nnals of F unctional A nalysis ISSN: (electronic) URL:

Ann. Funct. Anal. 2 (2011), no. 2, A nnals of F unctional A nalysis ISSN: (electronic) URL: Ann. Func. Anal. 2 2011, no. 2, 34 41 A nnals of F uncional A nalysis ISSN: 2008-8752 elecronic URL: www.emis.de/journals/afa/ CLASSIFICAION OF POSIIVE SOLUIONS OF NONLINEAR SYSEMS OF VOLERRA INEGRAL EQUAIONS

More information

EXISTENCE AND UNIQUENESS OF SOLUTIONS TO THE BACKWARD STOCHASTIC LORENZ SYSTEM

EXISTENCE AND UNIQUENESS OF SOLUTIONS TO THE BACKWARD STOCHASTIC LORENZ SYSTEM Communicaions on Sochasic Analysis Vol. 1, No. 3 (27) 473-483 EXISTENCE AND UNIQUENESS OF SOLUTIONS TO THE BACKWARD STOCHASTIC LORENZ SYSTEM P. SUNDAR AND HONG YIN Absrac. The backward sochasic Lorenz

More information

Reflected Discontinuous Backward Doubly Stochastic Differential Equations With Poisson Jumps

Reflected Discontinuous Backward Doubly Stochastic Differential Equations With Poisson Jumps Journal of Numerical Mahemaics and Sochasics, () : 73-93, 8 hp://www.jnmas.org/jnmas-5.pdf JNM@S uclidean Press, LLC Online: ISSN 5-3 Refleced Disconinuous Backward Doubly Sochasic Differenial quaions

More information

The Asymptotic Behavior of Nonoscillatory Solutions of Some Nonlinear Dynamic Equations on Time Scales

The Asymptotic Behavior of Nonoscillatory Solutions of Some Nonlinear Dynamic Equations on Time Scales Advances in Dynamical Sysems and Applicaions. ISSN 0973-5321 Volume 1 Number 1 (2006, pp. 103 112 c Research India Publicaions hp://www.ripublicaion.com/adsa.hm The Asympoic Behavior of Nonoscillaory Soluions

More information

Hamilton- J acobi Equation: Weak S olution We continue the study of the Hamilton-Jacobi equation:

Hamilton- J acobi Equation: Weak S olution We continue the study of the Hamilton-Jacobi equation: M ah 5 7 Fall 9 L ecure O c. 4, 9 ) Hamilon- J acobi Equaion: Weak S oluion We coninue he sudy of he Hamilon-Jacobi equaion: We have shown ha u + H D u) = R n, ) ; u = g R n { = }. ). In general we canno

More information

Risk Aversion Asymptotics for Power Utility Maximization

Risk Aversion Asymptotics for Power Utility Maximization Risk Aversion Asympoics for Power Uiliy Maximizaion Marcel Nuz ETH Zurich AnSAp10 Conference Vienna, 12.07.2010 Marcel Nuz (ETH) Risk Aversion Asympoics 1 / 15 Basic Problem Power uiliy funcion U(x) =

More information

A class of multidimensional quadratic BSDEs

A class of multidimensional quadratic BSDEs A class of mulidimensional quadraic SDEs Zhongmin Qian, Yimin Yang Shujin Wu March 4, 07 arxiv:703.0453v mah.p] Mar 07 Absrac In his paper we sudy a mulidimensional quadraic SDE wih a paricular class of

More information

arxiv: v2 [math.pr] 7 Mar 2018

arxiv: v2 [math.pr] 7 Mar 2018 Backward sochasic differenial equaions wih unbounded generaors arxiv:141.531v [mah.pr 7 Mar 18 Bujar Gashi and Jiajie Li 1 Insiue of Financial and Acuarial Mahemaics (IFAM), Deparmen of Mahemaical Sciences,

More information

Simulation of BSDEs and. Wiener Chaos Expansions

Simulation of BSDEs and. Wiener Chaos Expansions Simulaion of BSDEs and Wiener Chaos Expansions Philippe Briand Céline Labar LAMA UMR 5127, Universié de Savoie, France hp://www.lama.univ-savoie.fr/ Workshop on BSDEs Rennes, May 22-24, 213 Inroducion

More information

Research Article Existence and Uniqueness of Periodic Solution for Nonlinear Second-Order Ordinary Differential Equations

Research Article Existence and Uniqueness of Periodic Solution for Nonlinear Second-Order Ordinary Differential Equations Hindawi Publishing Corporaion Boundary Value Problems Volume 11, Aricle ID 19156, 11 pages doi:1.1155/11/19156 Research Aricle Exisence and Uniqueness of Periodic Soluion for Nonlinear Second-Order Ordinary

More information

Quadratic and Superquadratic BSDEs and Related PDEs

Quadratic and Superquadratic BSDEs and Related PDEs Quadraic and Superquadraic BSDEs and Relaed PDEs Ying Hu IRMAR, Universié Rennes 1, FRANCE hp://perso.univ-rennes1.fr/ying.hu/ ITN Marie Curie Workshop "Sochasic Conrol and Finance" Roscoff, March 21 Ying

More information

BACKWARD STOCHASTIC DIFFERENTIAL EQUATIONS AND PARTIAL DIFFERENTIAL EQUATIONS WITH QUADRATIC GROWTH. By Magdalena Kobylanski Université detours

BACKWARD STOCHASTIC DIFFERENTIAL EQUATIONS AND PARTIAL DIFFERENTIAL EQUATIONS WITH QUADRATIC GROWTH. By Magdalena Kobylanski Université detours The Annals of Probabiliy 2, Vol. 28, No. 2, 558 62 BACKWARD STOCHASTIC DIFFERENTIAL EQUATIONS AND PARTIAL DIFFERENTIAL EQUATIONS WITH QUADRATIC GROWTH By Magdalena Kobylanski Universié detours We provide

More information

Algorithmic Trading: Optimal Control PIMS Summer School

Algorithmic Trading: Optimal Control PIMS Summer School Algorihmic Trading: Opimal Conrol PIMS Summer School Sebasian Jaimungal, U. Torono Álvaro Carea,U. Oxford many hanks o José Penalva,(U. Carlos III) Luhui Gan (U. Torono) Ryan Donnelly (Swiss Finance Insiue,

More information

On R d -valued peacocks

On R d -valued peacocks On R d -valued peacocks Francis HIRSCH 1), Bernard ROYNETTE 2) July 26, 211 1) Laboraoire d Analyse e Probabiliés, Universié d Évry - Val d Essonne, Boulevard F. Mierrand, F-9125 Évry Cedex e-mail: francis.hirsch@univ-evry.fr

More information

Simulation of BSDEs and. Wiener Chaos Expansions

Simulation of BSDEs and. Wiener Chaos Expansions Simulaion of BSDEs and Wiener Chaos Expansions Philippe Briand Céline Labar LAMA UMR 5127, Universié de Savoie, France hp://www.lama.univ-savoie.fr/ Sochasic Analysis Seminar Oxford, June 1, 213 Inroducion

More information

EXERCISES FOR SECTION 1.5

EXERCISES FOR SECTION 1.5 1.5 Exisence and Uniqueness of Soluions 43 20. 1 v c 21. 1 v c 1 2 4 6 8 10 1 2 2 4 6 8 10 Graph of approximae soluion obained using Euler s mehod wih = 0.1. Graph of approximae soluion obained using Euler

More information

Local Strict Comparison Theorem and Converse Comparison Theorems for Reflected Backward Stochastic Differential Equations

Local Strict Comparison Theorem and Converse Comparison Theorems for Reflected Backward Stochastic Differential Equations arxiv:mah/07002v [mah.pr] 3 Dec 2006 Local Sric Comparison Theorem and Converse Comparison Theorems for Refleced Backward Sochasic Differenial Equaions Juan Li and Shanjian Tang Absrac A local sric comparison

More information

Time discretization of quadratic and superquadratic Markovian BSDEs with unbounded terminal conditions

Time discretization of quadratic and superquadratic Markovian BSDEs with unbounded terminal conditions Time discreizaion of quadraic and superquadraic Markovian BSDEs wih unbounded erminal condiions Adrien Richou Universié Bordeaux 1, INRIA équipe ALEA Oxford framework Le (Ω, F, P) be a probabiliy space,

More information

Vanishing Viscosity Method. There are another instructive and perhaps more natural discontinuous solutions of the conservation law

Vanishing Viscosity Method. There are another instructive and perhaps more natural discontinuous solutions of the conservation law Vanishing Viscosiy Mehod. There are anoher insrucive and perhaps more naural disconinuous soluions of he conservaion law (1 u +(q(u x 0, he so called vanishing viscosiy mehod. This mehod consiss in viewing

More information

6. Stochastic calculus with jump processes

6. Stochastic calculus with jump processes A) Trading sraegies (1/3) Marke wih d asses S = (S 1,, S d ) A rading sraegy can be modelled wih a vecor φ describing he quaniies invesed in each asse a each insan : φ = (φ 1,, φ d ) The value a of a porfolio

More information

Convergence of the Neumann series in higher norms

Convergence of the Neumann series in higher norms Convergence of he Neumann series in higher norms Charles L. Epsein Deparmen of Mahemaics, Universiy of Pennsylvania Version 1.0 Augus 1, 003 Absrac Naural condiions on an operaor A are given so ha he Neumann

More information

On Gronwall s Type Integral Inequalities with Singular Kernels

On Gronwall s Type Integral Inequalities with Singular Kernels Filoma 31:4 (217), 141 149 DOI 1.2298/FIL17441A Published by Faculy of Sciences and Mahemaics, Universiy of Niš, Serbia Available a: hp://www.pmf.ni.ac.rs/filoma On Gronwall s Type Inegral Inequaliies

More information

REFLECTED SOLUTIONS OF BACKWARD SDE S, AND RELATED OBSTACLE PROBLEMS FOR PDE S

REFLECTED SOLUTIONS OF BACKWARD SDE S, AND RELATED OBSTACLE PROBLEMS FOR PDE S The Annals of Probabiliy 1997, Vol. 25, No. 2, 72 737 REFLECTED SOLUTIONS OF BACKWARD SDE S, AND RELATED OBSTACLE PROBLEMS FOR PDE S By N. El Karoui, C. Kapoudjian, E. Pardoux, S. Peng and M. C. Quenez

More information

arxiv: v1 [math.pr] 19 Feb 2011

arxiv: v1 [math.pr] 19 Feb 2011 A NOTE ON FELLER SEMIGROUPS AND RESOLVENTS VADIM KOSTRYKIN, JÜRGEN POTTHOFF, AND ROBERT SCHRADER ABSTRACT. Various equivalen condiions for a semigroup or a resolven generaed by a Markov process o be of

More information

LECTURE 1: GENERALIZED RAY KNIGHT THEOREM FOR FINITE MARKOV CHAINS

LECTURE 1: GENERALIZED RAY KNIGHT THEOREM FOR FINITE MARKOV CHAINS LECTURE : GENERALIZED RAY KNIGHT THEOREM FOR FINITE MARKOV CHAINS We will work wih a coninuous ime reversible Markov chain X on a finie conneced sae space, wih generaor Lf(x = y q x,yf(y. (Recall ha q

More information

Sample Autocorrelations for Financial Time Series Models. Richard A. Davis Colorado State University Thomas Mikosch University of Copenhagen

Sample Autocorrelations for Financial Time Series Models. Richard A. Davis Colorado State University Thomas Mikosch University of Copenhagen Sample Auocorrelaions for Financial Time Series Models Richard A. Davis Colorado Sae Universiy Thomas Mikosch Universiy of Copenhagen Ouline Characerisics of some financial ime series IBM reurns NZ-USA

More information

BSDES UNDER FILTRATION-CONSISTENT NONLINEAR EXPECTATIONS AND THE CORRESPONDING DECOMPOSITION THEOREM FOR E-SUPERMARTINGALES IN L p

BSDES UNDER FILTRATION-CONSISTENT NONLINEAR EXPECTATIONS AND THE CORRESPONDING DECOMPOSITION THEOREM FOR E-SUPERMARTINGALES IN L p ROCKY MOUNTAIN JOURNAL OF MATHEMATICS Volume 43, Number 2, 213 BSDES UNDER FILTRATION-CONSISTENT NONLINEAR EXPECTATIONS AND THE CORRESPONDING DECOMPOSITION THEOREM FOR E-SUPERMARTINGALES IN L p ZHAOJUN

More information

Homogenization of random Hamilton Jacobi Bellman Equations

Homogenization of random Hamilton Jacobi Bellman Equations Probabiliy, Geomery and Inegrable Sysems MSRI Publicaions Volume 55, 28 Homogenizaion of random Hamilon Jacobi Bellman Equaions S. R. SRINIVASA VARADHAN ABSTRACT. We consider nonlinear parabolic equaions

More information

EXISTENCE OF S 2 -ALMOST PERIODIC SOLUTIONS TO A CLASS OF NONAUTONOMOUS STOCHASTIC EVOLUTION EQUATIONS

EXISTENCE OF S 2 -ALMOST PERIODIC SOLUTIONS TO A CLASS OF NONAUTONOMOUS STOCHASTIC EVOLUTION EQUATIONS Elecronic Journal of Qualiaive Theory of Differenial Equaions 8, No. 35, 1-19; hp://www.mah.u-szeged.hu/ejqde/ EXISTENCE OF S -ALMOST PERIODIC SOLUTIONS TO A CLASS OF NONAUTONOMOUS STOCHASTIC EVOLUTION

More information

T L. t=1. Proof of Lemma 1. Using the marginal cost accounting in Equation(4) and standard arguments. t )+Π RB. t )+K 1(Q RB

T L. t=1. Proof of Lemma 1. Using the marginal cost accounting in Equation(4) and standard arguments. t )+Π RB. t )+K 1(Q RB Elecronic Companion EC.1. Proofs of Technical Lemmas and Theorems LEMMA 1. Le C(RB) be he oal cos incurred by he RB policy. Then we have, T L E[C(RB)] 3 E[Z RB ]. (EC.1) Proof of Lemma 1. Using he marginal

More information

Backward Stochastic Differential Equations with Financial Applications (Part I) Jin Ma

Backward Stochastic Differential Equations with Financial Applications (Part I) Jin Ma Backward Sochasic Differenial Equaions wih Financial Applicaions (Par I) Jin Ma 2nd SMAI European Summer School in Financial Mahemaics Paris, France, Augus 24 29, 2009 Jin Ma (Universiy of Souhern California)

More information

Chapter 2. First Order Scalar Equations

Chapter 2. First Order Scalar Equations Chaper. Firs Order Scalar Equaions We sar our sudy of differenial equaions in he same way he pioneers in his field did. We show paricular echniques o solve paricular ypes of firs order differenial equaions.

More information

In nite horizon optimal control of forward-backward stochastic di erential equations with delay.

In nite horizon optimal control of forward-backward stochastic di erential equations with delay. In nie horizon opimal conrol of forward-backward sochasic di erenial equaions wih delay. Nacira AGAM and Bern ØKSENDAL yz 25 January 213 Absrac Our sysem is governed by a forward -backward sochasic di

More information

arxiv: v4 [math.pr] 29 Jan 2015

arxiv: v4 [math.pr] 29 Jan 2015 Mulidimensional quadraic and subquadraic BSDEs wih special srucure arxiv:139.6716v4 [mah.pr] 9 Jan 15 Parick Cheridio Princeon Universiy Princeon, NJ 8544, USA January 15 Absrac We sudy mulidimensional

More information

STABILITY OF NONLINEAR NEUTRAL DELAY DIFFERENTIAL EQUATIONS WITH VARIABLE DELAYS

STABILITY OF NONLINEAR NEUTRAL DELAY DIFFERENTIAL EQUATIONS WITH VARIABLE DELAYS Elecronic Journal of Differenial Equaions, Vol. 217 217, No. 118, pp. 1 14. ISSN: 172-6691. URL: hp://ejde.mah.xsae.edu or hp://ejde.mah.un.edu STABILITY OF NONLINEAR NEUTRAL DELAY DIFFERENTIAL EQUATIONS

More information

Monotonic Solutions of a Class of Quadratic Singular Integral Equations of Volterra type

Monotonic Solutions of a Class of Quadratic Singular Integral Equations of Volterra type In. J. Conemp. Mah. Sci., Vol. 2, 27, no. 2, 89-2 Monoonic Soluions of a Class of Quadraic Singular Inegral Equaions of Volerra ype Mahmoud M. El Borai Deparmen of Mahemaics, Faculy of Science, Alexandria

More information

Existence of stationary solutions of the Navier-Stokes equations in the presence of a wall

Existence of stationary solutions of the Navier-Stokes equations in the presence of a wall Exisence of saionary soluions of he Navier-Soes equaions in he presence of a wall Zhengguang Guo Deparmen of Mahemaics, Eas China Normal Universiy, 4 Shanghai, China Déparemen de Physique Théorique Universié

More information

1 Solutions to selected problems

1 Solutions to selected problems 1 Soluions o seleced problems 1. Le A B R n. Show ha in A in B bu in general bd A bd B. Soluion. Le x in A. Then here is ɛ > 0 such ha B ɛ (x) A B. This shows x in B. If A = [0, 1] and B = [0, 2], hen

More information

Lecture 10: The Poincaré Inequality in Euclidean space

Lecture 10: The Poincaré Inequality in Euclidean space Deparmens of Mahemaics Monana Sae Universiy Fall 215 Prof. Kevin Wildrick n inroducion o non-smooh analysis and geomery Lecure 1: The Poincaré Inequaliy in Euclidean space 1. Wha is he Poincaré inequaliy?

More information

Existence of multiple positive periodic solutions for functional differential equations

Existence of multiple positive periodic solutions for functional differential equations J. Mah. Anal. Appl. 325 (27) 1378 1389 www.elsevier.com/locae/jmaa Exisence of muliple posiive periodic soluions for funcional differenial equaions Zhijun Zeng a,b,,libi a, Meng Fan a a School of Mahemaics

More information

A Note on Superlinear Ambrosetti-Prodi Type Problem in a Ball

A Note on Superlinear Ambrosetti-Prodi Type Problem in a Ball A Noe on Superlinear Ambrosei-Prodi Type Problem in a Ball by P. N. Srikanh 1, Sanjiban Sanra 2 Absrac Using a careful analysis of he Morse Indices of he soluions obained by using he Mounain Pass Theorem

More information

Asymptotic instability of nonlinear differential equations

Asymptotic instability of nonlinear differential equations Elecronic Journal of Differenial Equaions, Vol. 1997(1997), No. 16, pp. 1 7. ISSN: 172-6691. URL: hp://ejde.mah.sw.edu or hp://ejde.mah.un.edu fp (login: fp) 147.26.13.11 or 129.12.3.113 Asympoic insabiliy

More information

Dynamics of a stochastic predator-prey model with Beddington DeAngelis functional response

Dynamics of a stochastic predator-prey model with Beddington DeAngelis functional response SCIENTIA Series A: Mahemaical Sciences, Vol. 22 22, 75 84 Universidad Técnica Federico Sana María Valparaíso, Chile ISSN 76-8446 c Universidad Técnica Federico Sana María 22 Dynamics of a sochasic predaor-prey

More information

Some New Uniqueness Results of Solutions to Nonlinear Fractional Integro-Differential Equations

Some New Uniqueness Results of Solutions to Nonlinear Fractional Integro-Differential Equations Annals of Pure and Applied Mahemaics Vol. 6, No. 2, 28, 345-352 ISSN: 2279-87X (P), 2279-888(online) Published on 22 February 28 www.researchmahsci.org DOI: hp://dx.doi.org/.22457/apam.v6n2a Annals of

More information

A Necessary and Sufficient Condition for the Solutions of a Functional Differential Equation to Be Oscillatory or Tend to Zero

A Necessary and Sufficient Condition for the Solutions of a Functional Differential Equation to Be Oscillatory or Tend to Zero JOURNAL OF MAEMAICAL ANALYSIS AND APPLICAIONS 24, 7887 1997 ARICLE NO. AY965143 A Necessary and Sufficien Condiion for he Soluions of a Funcional Differenial Equaion o Be Oscillaory or end o Zero Piambar

More information

Hamilton Jacobi equations

Hamilton Jacobi equations Hamilon Jacobi equaions Inoducion o PDE The rigorous suff from Evans, mosly. We discuss firs u + H( u = 0, (1 where H(p is convex, and superlinear a infiniy, H(p lim p p = + This by comes by inegraion

More information

Optima and Equilibria for Traffic Flow on a Network

Optima and Equilibria for Traffic Flow on a Network Opima and Equilibria for Traffic Flow on a Nework Albero Bressan Deparmen of Mahemaics, Penn Sae Universiy bressan@mah.psu.edu Albero Bressan (Penn Sae) Opima and equilibria for raffic flow 1 / 1 A Traffic

More information

CERTAIN CLASSES OF SOLUTIONS OF LAGERSTROM EQUATIONS

CERTAIN CLASSES OF SOLUTIONS OF LAGERSTROM EQUATIONS SARAJEVO JOURNAL OF MATHEMATICS Vol.10 (22 (2014, 67 76 DOI: 10.5644/SJM.10.1.09 CERTAIN CLASSES OF SOLUTIONS OF LAGERSTROM EQUATIONS ALMA OMERSPAHIĆ AND VAHIDIN HADŽIABDIĆ Absrac. This paper presens sufficien

More information

Existence Theory of Second Order Random Differential Equations

Existence Theory of Second Order Random Differential Equations Global Journal of Mahemaical Sciences: Theory and Pracical. ISSN 974-32 Volume 4, Number 3 (22), pp. 33-3 Inernaional Research Publicaion House hp://www.irphouse.com Exisence Theory of Second Order Random

More information

TO our knowledge, most exciting results on the existence

TO our knowledge, most exciting results on the existence IAENG Inernaional Journal of Applied Mahemaics, 42:, IJAM_42 2 Exisence and Uniqueness of a Periodic Soluion for hird-order Delay Differenial Equaion wih wo Deviaing Argumens A. M. A. Abou-El-Ela, A. I.

More information

14 Autoregressive Moving Average Models

14 Autoregressive Moving Average Models 14 Auoregressive Moving Average Models In his chaper an imporan parameric family of saionary ime series is inroduced, he family of he auoregressive moving average, or ARMA, processes. For a large class

More information

MATH 4330/5330, Fourier Analysis Section 6, Proof of Fourier s Theorem for Pointwise Convergence

MATH 4330/5330, Fourier Analysis Section 6, Proof of Fourier s Theorem for Pointwise Convergence MATH 433/533, Fourier Analysis Secion 6, Proof of Fourier s Theorem for Poinwise Convergence Firs, some commens abou inegraing periodic funcions. If g is a periodic funcion, g(x + ) g(x) for all real x,

More information

BACKWARD STOCHASTIC DIFFERENTIAL EQUATIONS WITH REFLECTION AND DYNKIN GAMES 1. By Jakša Cvitanić and Ioannis Karatzas Columbia University

BACKWARD STOCHASTIC DIFFERENTIAL EQUATIONS WITH REFLECTION AND DYNKIN GAMES 1. By Jakša Cvitanić and Ioannis Karatzas Columbia University The Annals of Probabiliy 1996, Vol. 24, No. 4, 224 256 BACKWARD STOCHASTIC DIFFERENTIAL EQUATIONS WITH REFLECTION AND DYNKIN GAMES 1 By Jakša Cvianić and Ioannis Karazas Columbia Universiy We esablish

More information

arxiv: v2 [math.pr] 11 Dec 2013

arxiv: v2 [math.pr] 11 Dec 2013 Mulidimensional BSDEs wih uniformly coninuous generaors and general ime inervals Shengjun FAN a,b,, Lishun XIAO a, Yanbin WANG a a College of Science, China Universiy of Mining and echnology, Xuzhou, Jiangsu,

More information

Singular perturbation control problems: a BSDE approach

Singular perturbation control problems: a BSDE approach Singular perurbaion conrol problems: a BSDE approach Join work wih Francois Delarue Universié de Nice and Giuseppina Guaeri Poliecnico di Milano Le Mans 8h of Ocober 215 Conference in honour of Vlad Bally

More information

Correspondence should be addressed to Nguyen Buong,

Correspondence should be addressed to Nguyen Buong, Hindawi Publishing Corporaion Fixed Poin Theory and Applicaions Volume 011, Aricle ID 76859, 10 pages doi:101155/011/76859 Research Aricle An Implici Ieraion Mehod for Variaional Inequaliies over he Se

More information

Representation of Stochastic Process by Means of Stochastic Integrals

Representation of Stochastic Process by Means of Stochastic Integrals Inernaional Journal of Mahemaics Research. ISSN 0976-5840 Volume 5, Number 4 (2013), pp. 385-397 Inernaional Research Publicaion House hp://www.irphouse.com Represenaion of Sochasic Process by Means of

More information

1. Consider a pure-exchange economy with stochastic endowments. The state of the economy

1. Consider a pure-exchange economy with stochastic endowments. The state of the economy Answer 4 of he following 5 quesions. 1. Consider a pure-exchange economy wih sochasic endowmens. The sae of he economy in period, 0,1,..., is he hisory of evens s ( s0, s1,..., s ). The iniial sae is given.

More information

Richard A. Davis Colorado State University Bojan Basrak Eurandom Thomas Mikosch University of Groningen

Richard A. Davis Colorado State University Bojan Basrak Eurandom Thomas Mikosch University of Groningen Mulivariae Regular Variaion wih Applicaion o Financial Time Series Models Richard A. Davis Colorado Sae Universiy Bojan Basrak Eurandom Thomas Mikosch Universiy of Groningen Ouline + Characerisics of some

More information

Generalized Chebyshev polynomials

Generalized Chebyshev polynomials Generalized Chebyshev polynomials Clemene Cesarano Faculy of Engineering, Inernaional Telemaic Universiy UNINETTUNO Corso Viorio Emanuele II, 39 86 Roma, Ialy email: c.cesarano@unineunouniversiy.ne ABSTRACT

More information

4. The multiple use forestry maximum principle. This principle will be derived as in Heaps (1984) by considering perturbations

4. The multiple use forestry maximum principle. This principle will be derived as in Heaps (1984) by considering perturbations 4. The muliple use foresry maximum principle This principle will be derived as in Heaps (1984) by considering perurbaions H(; ) of a logging plan H() in A where H(; 0) = H() and H(; ) A is di ereniable

More information

L p -L q -Time decay estimate for solution of the Cauchy problem for hyperbolic partial differential equations of linear thermoelasticity

L p -L q -Time decay estimate for solution of the Cauchy problem for hyperbolic partial differential equations of linear thermoelasticity ANNALES POLONICI MATHEMATICI LIV.2 99) L p -L q -Time decay esimae for soluion of he Cauchy problem for hyperbolic parial differenial equaions of linear hermoelasiciy by Jerzy Gawinecki Warszawa) Absrac.

More information

Chapter 6. Systems of First Order Linear Differential Equations

Chapter 6. Systems of First Order Linear Differential Equations Chaper 6 Sysems of Firs Order Linear Differenial Equaions We will only discuss firs order sysems However higher order sysems may be made ino firs order sysems by a rick shown below We will have a sligh

More information

arxiv: v1 [math.pr] 28 Nov 2016

arxiv: v1 [math.pr] 28 Nov 2016 Backward Sochasic Differenial Equaions wih Nonmarkovian Singular Terminal Values Ali Devin Sezer, Thomas Kruse, Alexandre Popier Ocober 15, 2018 arxiv:1611.09022v1 mah.pr 28 Nov 2016 Absrac We solve a

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This aricle appeared in a journal published by Elsevier. The aached copy is furnished o he auhor for inernal non-commercial research and educaion use, including for insrucion a he auhors insiuion and sharing

More information

arxiv: v1 [math.dg] 21 Dec 2007

arxiv: v1 [math.dg] 21 Dec 2007 A priori L -esimaes for degenerae complex Monge-Ampère equaions ariv:07123743v1 [mahdg] 21 Dec 2007 P Eyssidieux, V Guedj and A Zeriahi February 2, 2008 Absrac : We sudy families of complex Monge-Ampère

More information

t 2 B F x,t n dsdt t u x,t dxdt

t 2 B F x,t n dsdt t u x,t dxdt Evoluion Equaions For 0, fixed, le U U0, where U denoes a bounded open se in R n.suppose ha U is filled wih a maerial in which a conaminan is being ranspored by various means including diffusion and convecion.

More information

DISCRETE GRONWALL LEMMA AND APPLICATIONS

DISCRETE GRONWALL LEMMA AND APPLICATIONS DISCRETE GRONWALL LEMMA AND APPLICATIONS JOHN M. HOLTE MAA NORTH CENTRAL SECTION MEETING AT UND 24 OCTOBER 29 Gronwall s lemma saes an inequaliy ha is useful in he heory of differenial equaions. Here is

More information

Course Notes for EE227C (Spring 2018): Convex Optimization and Approximation

Course Notes for EE227C (Spring 2018): Convex Optimization and Approximation Course Noes for EE7C Spring 018: Convex Opimizaion and Approximaion Insrucor: Moriz Hard Email: hard+ee7c@berkeley.edu Graduae Insrucor: Max Simchowiz Email: msimchow+ee7c@berkeley.edu Ocober 15, 018 3

More information

Endpoint Strichartz estimates

Endpoint Strichartz estimates Endpoin Sricharz esimaes Markus Keel and Terence Tao (Amer. J. Mah. 10 (1998) 955 980) Presener : Nobu Kishimoo (Kyoo Universiy) 013 Paricipaing School in Analysis of PDE 013/8/6 30, Jeju 1 Absrac of he

More information

On the uniqueness of solutions to quadratic BSDEs with convex generators and unbounded terminal conditions: the critical case

On the uniqueness of solutions to quadratic BSDEs with convex generators and unbounded terminal conditions: the critical case On he uniqueness of soluions o quadraic BSDEs wih convex generaors and unbounded erminal condiions: he criical case Freddy Delbaen Deparmen of Mahemaics ETH-Zenrum, HG G 54.3, CH-892 Zürich, Swizerland

More information

arxiv: v1 [math.pr] 21 May 2010

arxiv: v1 [math.pr] 21 May 2010 ON SCHRÖDINGER S EQUATION, 3-DIMENSIONAL BESSEL BRIDGES, AND PASSAGE TIME PROBLEMS arxiv:15.498v1 [mah.pr 21 May 21 GERARDO HERNÁNDEZ-DEL-VALLE Absrac. In his work we relae he densiy of he firs-passage

More information

A remark on the H -calculus

A remark on the H -calculus A remark on he H -calculus Nigel J. Kalon Absrac If A, B are secorial operaors on a Hilber space wih he same domain range, if Ax Bx A 1 x B 1 x, hen i is a resul of Auscher, McInosh Nahmod ha if A has

More information

Heat kernel and Harnack inequality on Riemannian manifolds

Heat kernel and Harnack inequality on Riemannian manifolds Hea kernel and Harnack inequaliy on Riemannian manifolds Alexander Grigor yan UHK 11/02/2014 onens 1 Laplace operaor and hea kernel 1 2 Uniform Faber-Krahn inequaliy 3 3 Gaussian upper bounds 4 4 ean-value

More information

Undetermined coefficients for local fractional differential equations

Undetermined coefficients for local fractional differential equations Available online a www.isr-publicaions.com/jmcs J. Mah. Compuer Sci. 16 (2016), 140 146 Research Aricle Undeermined coefficiens for local fracional differenial equaions Roshdi Khalil a,, Mohammed Al Horani

More information

Heavy Tails of Discounted Aggregate Claims in the Continuous-time Renewal Model

Heavy Tails of Discounted Aggregate Claims in the Continuous-time Renewal Model Heavy Tails of Discouned Aggregae Claims in he Coninuous-ime Renewal Model Qihe Tang Deparmen of Saisics and Acuarial Science The Universiy of Iowa 24 Schae er Hall, Iowa Ciy, IA 52242, USA E-mail: qang@sa.uiowa.edu

More information

On Oscillation of a Generalized Logistic Equation with Several Delays

On Oscillation of a Generalized Logistic Equation with Several Delays Journal of Mahemaical Analysis and Applicaions 253, 389 45 (21) doi:1.16/jmaa.2.714, available online a hp://www.idealibrary.com on On Oscillaion of a Generalized Logisic Equaion wih Several Delays Leonid

More information

Kalman Bucy filtering equations of forward and backward stochastic systems and applications to recursive optimal control problems

Kalman Bucy filtering equations of forward and backward stochastic systems and applications to recursive optimal control problems J. Mah. Anal. Appl. 34 8) 18 196 www.elsevier.com/locae/jmaa Kalman Bucy filering equaions of forward and backward sochasic sysems and applicaions o recursive opimal conrol problems Guangchen Wang a,b,,zhenwu

More information

Hamilton- J acobi Equation: Explicit Formulas In this lecture we try to apply the method of characteristics to the Hamilton-Jacobi equation: u t

Hamilton- J acobi Equation: Explicit Formulas In this lecture we try to apply the method of characteristics to the Hamilton-Jacobi equation: u t M ah 5 2 7 Fall 2 0 0 9 L ecure 1 0 O c. 7, 2 0 0 9 Hamilon- J acobi Equaion: Explici Formulas In his lecure we ry o apply he mehod of characerisics o he Hamilon-Jacobi equaion: u + H D u, x = 0 in R n

More information

Loss of martingality in asset price models with lognormal stochastic volatility

Loss of martingality in asset price models with lognormal stochastic volatility Loss of maringaliy in asse price models wih lognormal sochasic volailiy BJourdain July 7, 4 Absrac In his noe, we prove ha in asse price models wih lognormal sochasic volailiy, when he correlaion coefficien

More information

Stochastic Model for Cancer Cell Growth through Single Forward Mutation

Stochastic Model for Cancer Cell Growth through Single Forward Mutation Journal of Modern Applied Saisical Mehods Volume 16 Issue 1 Aricle 31 5-1-2017 Sochasic Model for Cancer Cell Growh hrough Single Forward Muaion Jayabharahiraj Jayabalan Pondicherry Universiy, jayabharahi8@gmail.com

More information

The Existence, Uniqueness and Stability of Almost Periodic Solutions for Riccati Differential Equation

The Existence, Uniqueness and Stability of Almost Periodic Solutions for Riccati Differential Equation ISSN 1749-3889 (prin), 1749-3897 (online) Inernaional Journal of Nonlinear Science Vol.5(2008) No.1,pp.58-64 The Exisence, Uniqueness and Sailiy of Almos Periodic Soluions for Riccai Differenial Equaion

More information

AMartingaleApproachforFractionalBrownian Motions and Related Path Dependent PDEs

AMartingaleApproachforFractionalBrownian Motions and Related Path Dependent PDEs AMaringaleApproachforFracionalBrownian Moions and Relaed Pah Dependen PDEs Jianfeng ZHANG Universiy of Souhern California Join work wih Frederi VIENS Mahemaical Finance, Probabiliy, and PDE Conference

More information