BSDEs on finite and infinite horizon with timedelayed
|
|
- Dominic King
- 5 years ago
- Views:
Transcription
1 BSDEs on finie and infinie horizon wih imedelayed generaors Peng Luo a,b,1,, Ludovic Tangpi c,, June 1, 18 arxiv: v1 [mah.pr] 7 Sep 15 ABSTRACT We consider a backward sochasic differenial equaion wih a generaor ha can be subjeced o delay, in he sense ha is curren value depends on he weighed pas values of he soluions, for insance a disored recen average. Exisence and uniqueness resuls are provided in he case of possibly infinie ime horizon for equaions wih, and wihou reflecion. Furhermore, we show ha when he delay vanishes, he soluions of he delayed equaions converge o he soluion of he equaion wihou delay. We argue ha hese equaions are naurally linked o forward backward sysems, and we exemplify a siuaion where his observaion allows o derive resuls for quadraic delayed equaions wih non-bounded erminal condiions in muli-dimension. KEYWORDS: Backward sochasic differenial equaion, delay measure, Weighing funcion, infinie horizon, barrier, FBSDE. 1 Inroducion AUTHORS INFO a Shandong Universiy, 7 Shanda Nanlu, 51 Jinan, P.R. China b Universiy of Konsanz, Universiässraße. 1, D Konsanz, Germany c Universiy of Vienna, Faculy of Mahemaics, Oskar-Morgensern-Plaz 1, A-19 Wien, Ausria 1 peng.luo@uni-konsanz.de ludovic.angpi@univie.ac.a Financial suppor from China Scholarship Council (File No ), NSF of China (No ) and he Projec 111 (No. B13). Financial suppor from Vienna Science and Technology Fund (WWTF) under gran MA PAPER INFO AMS CLASSIFICATION: () 6H, 8A5. In Delong and Imkeller [8, 9], he heory of backward sochasic differenial equaions (BSDEs) was exended o BSDEs wih ime delay generaors (delay BSDEs). These are non-markovian BSDEs in which he generaor a each posiive ime may depend on he pas values of he soluions. This class of equaions urned ou o have naural applicaions in pricing and hedging of insurance conracs, see Delong [7]. The exisence resul of Delong and Imkeller [8], proved for sandard Lipschiz generaors and small ime horizon, has been refined by dos Reis e al. [1] who derived addiional properies of delay BSDEs such as pah regulariy and exisence of decoupled sysems. Furhermore, exisence of delay BSDE consrained above a given coninuous barrier has been esablished by Zhou and Ren [18] in a similar seup. More recenly, Briand and Elie [5] proposed a framework in which quadraic BSDEs wih sufficienly small ime delay in he value process can be solved. In addiion o he inheren non-markovian srucure of delay BSDEs, he difficuly in sudying hese equaions comes from ha he iner-emporal changes of he value and conrol processes always depend on heir enire pas, hence making i hard o obain boundedness of soluions or even BMO-maringale properies of he sochasic inegral of he conrol process. This suggess ha delay BSDEs can acually be solved forward and backward in ime and in his regard, share We hank Michael Kupper for helpful commens and fruiful discussions 1
2 similariies wih forward backward sochasic differenial equaions (FBSDEs), see Secion 4 for a more deailed discussion. The objec of he presen noe is o sudy delay BSDEs in he case where he pas values of he soluions are weighed wih respec o some scaling funcion. In economic applicaions, hese weighing funcions can be viewed as represening he percepion of he pas of an agen. For mulidimenional BSDEs wih possibly infinie ime horizon, we derive exisence, uniqueness and sabiliy of delay BSDE in his weighing-funcion seing. In paricular, we show ha when he delay vanishes, he soluions of he delay BSDEs converge o he soluion of he BSDE wih no delay, hence recovering a resul obained by Briand and Elie [5] for differen ypes of delay. Moreover, we prove ha in our seing exisence and uniqueness also hold in he case of reflexion on a càdlàg barrier. We observe a link beween delay BSDEs and coupled FBSDE and, based on he findings in Luo and Tangpi [13], we derive exisence of delay quadraic BSDEs in he case where only he value process is subjeced o delay. We refer o Briand and Elie [5] for a similar resul, again for a differen ype of delay and in he one-dimensional case. In he nex secion, we specify our probabilisic srucure and he form of he equaion, hen presen exisence, uniqueness and sabiliy resuls. Secions 3 and 4 are dedicaed o he sudy of refleced delay BSDEs and he link o FBSDEs, respecively. BSDEs wih ime delayed generaors We work on a filered probabiliy space(ω,f,(f ) [,T],P) wiht (, ]. We assume ha he filraion is generaed by a d-dimensional Brownian moion W, is complee and righ coninuous. Le us also assume ha F = F T. We endow Ω [,T] wih he predicable σ-algebra andr k wih is Borelσ-algebra. Unless oherwise saed, all equaliies and inequaliies beween random variables and sochasic processes will be undersood in he P -a.s. and P d-a.e. sense, respecively. For p [1, ) and m N, we denoe by S p (R m ) he space of predicable and coninuous processes X valued in R m such ha X p S := E[(sup p [,T] X ) p ] < and by H p (R m ) he space of predicable processes Z valued in R m d such ha Z p H := p E[( Z u du) p/ ] <. For a suiable inegrand Z, we denoe by Z W he sochasic inegral ( Z udw u ) [,T] of Z wih respec o W. From Proer [15], Z W defines a coninuous maringale for every Z H p (R m ). Processes (φ ) [,T] will always be exended o [,) by seing φ = for [,). We equip R wih he σ-algebra B(R) consising of Borel ses of he usual real line wih possible addiion of he poins,+, see Bogachev [4]. Le ξ be an F T -measurable erminal condiion and g an R m -valued funcion. Given wo measuresα 1 andα on[, ], and wo weighing funcionsu,v : [,T] R, we sudy exisence of he BSDE where Y = ξ + Γ(s) := g(s, Γ(s))ds u(s+r)y s+r α 1 (dr), Z s dw s, [,T], (.1) v(s+r)z s+r α (dr). (.)
3 Example BSDE wih infinie horizon: If u = v = 1 and α 1 = α = δ he Dirac measure a, hen Equaion (.1) reduces o he classical BSDE wih infinie ime horizon and sandard Lipschiz generaor.. Pricing of insurance conracs: Le us consider he pricing problem of an insurance conrac ξ wrien on a weaher derivaive. I is well known, see for insance [] ha such conracs can be priced by invesing in a highly correlaed, bu radable derivaive. In he Meron model, assuming ha he laer asse has dynamics ds = S (µ d+σ dw ), hen he insurer chooses a numberz of shares ofs o buy a imeand fixes a cosc o be paid by he clien. Hence, he seeks o find he price V such ha dv = c d+z σ (dw +θ d) wihθ = σ (σ σ ) 1 µ. I is naural o demand he cosc a imeo depend on he pas values of he insurance premium V, for insance o accoun for hisorical weaher daa. A possible cos crieria is c := M cos( π P (+s))v +sds wherep accouns for he weaher periodiciy andm is a scaling parameer. Thus, he insurance premium saisfies he delay BSDE V = ξ + M u cos( π P (u+s))v u+sds+z u σ u θ u du Z u σ u dw u..1 Exisence Our exisence resul for he BSDE (.1) is obained under he following assumpions: (A1) α 1,α are wo deerminisic, finie valued measures suppored on [,]. (A) u,v : [,T] R are Borel measurable funcions such hau L 1 (d) andv L (d). (A3) g : Ω [,T] R m R m d R m is measurable, such ha g(s,,)ds L (R m ) and saisfies he sandard Lipschiz condiion: here exiss a consan K > such ha g(,y,z) g(,y,z ) K( y y + z z ) for every y,y R m and z,z R m d. 3
4 (A4) ξ L (R m ) and is F T -measurable. Theorem.. Assume (A1)-(A4). If { K α 1 ([,]) u L 1 (d) 1 5, K α ([,]) v L (d) 1 5, (.3) hen BSDE (.1) admis a unique soluion (Y,Z) S (R m ) H (R m d ). For he proof we need he following lemma on a priori esimaes of soluions of (.1). Lemma.3 (A priori esimaion). Assume (A1)-(A3). For everyξ, ξ L (R m ),(y,z),(ȳ, z) S (R m ) H (R m d ) and (Y,Z),(Ȳ, Z) S (R m ) H (R m d ) saisfying { Y = ξ + g(s,γ(s))ds Z s dw s Ȳ = ξ + g(s, γ(s))ds Z s dw s, [,T] wih Then, one has ( γ(s) = u(s+r)y s+rα 1 (dr), γ(s) = ) v(s+r)z s+rα (dr) ) ( u(s+r)ȳ s+rα 1 (dr), v(s+r) z s+rα (dr). Y Ȳ S (R m ) + Z Z H (R m d ) K α 1 ([,]) u L 1 (d) y ȳ S (R m ) +1 ξ ξ L (R m ) +K α ([,]) v L (d) z z H (R m d ). Proof. Le(y,z) S (R m ) H (R m d ), by assumpions (A1) and (A3), usingab a +b and [1, Lemma 1.1], we have E +K g(s, γ(s))ds 3E +K E v(s+r) z s+r α (dr)ds g(s,, ) ds g(s,,) ds +K +K v(s+r) z s+r α (dr)ds u(s+r) y s+r α 1 (dr)ds u(s+r) y s+r α 1 (dr)ds 4
5 3E +K 3E g(s,, ) ds +K α ([s,]) v(s) z s ds g(s,, ) ds +3K α ([,]) Hence, i holds g(s,γ(s))ds L. Now, for [,T], we have Y Ȳ = ξ ξ + +3K α 1 ([,]) v(s) ds E α 1 ([s,]) u(s) y s ds z s ds. u(s) ds g(s,γ(s)) g(s, γ(s))ds and aking condiional expecaion wih respec of yields Y Ȳ = E ξ ξ + E g(s, γ(s)) g(s, γ(s))ds F. By Doob s maximal inequaliy and ab a +b, we obain E [ sup T Y Ȳ ] = E sup T E ξ ξ + E sup E ξ ξ + T 8E ξ ξ + [ ] sup y T Z s Z s dw s (.4) g(s, γ(s)) g(s, γ(s))ds F g(s, γ(s)) g(s, γ(s)) ds F g(s,γ(s)) g(s, γ(s)) ds. On he oher hand, for = in (.4), bringing Z s Z s dw s o he lef hand side, aking 5
6 square and expecaion o boh sides and ab a +b, we have E Z Z d = E ξ ξ + E ξ ξ + E ξ ξ + g(s, γ(s)) g(s, γ(s))ds g(s, γ(s)) g(s, γ(s))ds Y Ȳ g(s, γ(s)) g(s, γ(s)) ds. By assumpion (A3), using [1, Lemma 1.1] and he inequaliy ab a +b, we have E + g(s, γ(s)) g(s, γ(s)) ds = K E Hence, K E v(s+r) z s+r z s+r α (dr)ds α 1 ([s,]) u(s) y s ȳ s ds+ u(s+r) y s+r ȳ s+r α 1 (dr)ds α ([s,]) v(s) z s z s ds K α 1 ([,]) u L 1 (d) y ȳ S +K α ([,]) v L (d) z z H. Y Ȳ S (R m ) + Z Z H (R m d ) K α 1 ([,]) u L 1 (d) y ȳ S (R m ) 1E [ ξ ξ ] +K α ([,]) v L (d) z z H (R m d ). This concludes he proof. Proof ( ( of Theorem.). Le (y,z) S (R m ) H (R m d ) and define he process γ(s) := u(s+r)y s+rα 1 (dr), ) v(s+r)z s+rα (dr). Similar o Lemma.3, i follows from (A1)-(A4) ha E ξ + g(s, γ(s))ds <. According o he maringale represenaion heorem, here exiss a unique Z H (R m d ) such ha for all [,T], E ξ + g(s, γ(s))ds F = E ξ + g(s, γ(s))ds + Z s dw s. 6
7 Puing Y := E ξ + g(s,γ(s))ds F, T, he pair (Y,Z) belongs os (R m ) H (R m d ) and saisfies Y = ξ + g(s, γ(s))ds Z s dw s, T. Thus we have consruced a mappingφfroms (R m ) H (R m d ) o iself such haφ(y,z) = (Y,Z). Le(y,z),(ȳ, z) S (R m ) H (R m d ), and(y,z) = Φ(y,z),(Ȳ, Z) = Φ(ȳ, z). By Lemma.3, we have Y Ȳ S (R m ) + Z Z H (R m d ) 1K α 1 ([,]) u L 1 (d) y ȳ S (R m ) +1K α ([,]) v L (d) z z H (R m d ) so ha if condiion (.3) is saisfied, Φ is a conracion mapping which herefore admis a unique fixed poin on he Banach space S (R m ) H (R m d ). This complees he proof.. Sabiliy In his subsecion, we sudy sabiliy of he BSDE (.1) wih respec o he delay measures. In paricular, in Corollary.5 below we give condiions under which a sequence of soluions of BSDEs wih ime delayed generaor converges o he soluion of a sandard BSDE wih no delay. Given wo measures α and β, we wrie α β if α(a) β(a) for every measurable se A. Theorem.4. Assume (A)-(A4). For i = 1, and n N, le α n i,α i be measures saisfying (A1); wih α n i saisfying (.3) in Theorem. and such ha α n i ([,]) converges o α i ([,]). If α n 1 α 1 (or α 1 α n 1 ) and αn α (or α α n ), hen Y n Y S (R m ) and Z n Z H (R m d ), where (Y n,z n ) and (Y,Z) are soluions of he BSDE (.1) wih delay given by he measures (α n 1,αn ) and (α,α ), respecively. Proof. From Theorem., for every n, here exiss a unique soluion (Y n,z n ) o he BSDE (.1) wih delay given by he measures(α n 1,αn ). Sinceαn i,i = 1, saisfy (.3) in Theorem. and α n i ([,]) converges o α i([,]), i follows ha α i saisfy (.3) and by Theorem. here exiss a unique soluion (Y,Z) o he BSDE wih delay given by(α 1,α ). Using Y n Y = g(s,γ n (s)) g(s,γ(s))ds Z n s Z s dw s, i follows similar o he proof of Lemma.3 ha [ ] E sup Y n Y 4E g(s,γ n (s)) g(s,γ(s)) ds, T 7
8 and E Z n Z E g(s,γ n (s)) g(s,γ(s)) ds. On he oher hand, using ab a +b, we ge E K E g(s,γ n (s)) g(s,γ(s)) ds +K E u(s+r)ys+rα n n 1(dr) v(s+r)z n s+rα n (dr) u(s+r)y s+r α 1 (dr) ds v(s+r)z s+r α (dr) ds. Wihou loss of generaliy, we assume α 1 α n 1 and α α n. Hence αn i α i, i = 1,, define posiive measures saisfying (A1). Therefore, E u(s+r)ys+rα n n 1(dr) u(s+r)y s+r α 1 (dr) ds E +E u(s+r) Y n s+r Y s+r α n 1 (dr)ds Using [1, Lemma 1.1], we obain E E u(s+r) Y n s+r Y s+r u(s+r) Y s+r (α n 1 α 1)(dr)ds. α n 1 (dr)ds +E α n 1 ([s,]) u(s) Y s n Y s ds +E u(s+r) Y s+r (α n 1 α 1)(dr)ds (α n 1 α 1)([s,]) u(s) Y s ds (α n 1([,])) u L 1 (d) Y n Y S (R m ) +((αn 1 α 1 )([,])) u L 1 (d) Y S (R m ). 8
9 Similarly, for he conrol processes we have E v(s+r)zs+rα n n (dr) v(s+r)z s+r α (dr) ds (α n ([,])) v L (d) Zn Z H (R m d ) +((αn α )([,])) v L (d) Z H (R m d ). Hence Y n Y S (R m ) + Zn Z H (R m d ) K (α n 1([,])) u L 1 (d) Y n Y S (R m ) +K ((α n 1 α 1 )([,])) u L 1 (d) Y S (R m ) +K (α n ([,])) v L (d) Zn Z H (R m d ) +K ((α n α )([,])) v L (d) Z H (R m d ) 4 5 Y n Y S (R m ) Zn Z H (R m d ) +K ((α n 1 α 1 )([,])) u L 1 (d) Y S (R m ) +K ((α n α )([,])) v L (d) Z H (R m d ). Therefore, he resul follows from he convergence of α n i ([,]), i = 1,. The following is a direc consequence of he above sabiliy resul. We denoe by δ he Dirac measure a. Corollary.5. Assume (A)-(A4). For i = 1, and n N le α n i be measures saisfying (A1) and (.3) in Theorem. and such haα n i ([,]) converges o1. Ifαn 1 δ (orδ α n 1 ) and α n δ (orδ α n ), hen Y n Y S (R m ) and Z n Z H (R m d ), where(y n,z n ) is he soluion of he BSDE (.1) wih delay given by(α n 1,αn ) and(y,z) is he soluion of BSDE wihou delay. We conclude his secion wih he following counerexample which shows ha he condiion α 1 α n 1 (or αn 1 α 1) and α α n (or αn α ) is needed in he above heorem. Example.6. Assume ha m = d = 1. We denoe by δ and δ 1 he Dirac measures a and 1, respecively. I is clear ha δ ([ 1,]) = δ 1 ([ 1,]). Consider he delay BSDEs 1 1 Y = 1+ 1/5 Y s+r +Z s+r δ (dr)ds Z s dw s (.5) and 1 Ȳ = 1+ 1/5 1 1 Ȳ s+r + Z s+r δ 1 (dr)ds 1 Z s dw s. (.6) Since BSDE (.6) akes he form Ȳ = 1 1 Z u dw s, i follows ha Ȳ = 1 for all [,1]. On he oher hand, (.5) is he sandard BSDE wihou delay, is soluion can be wrien as Y = E[H1 F ], where he deflaor (Hs ) s a ime is given by dhs = H s 5 (ds + dw s). Thus, Y = exp( 1/5(1 )) and for [,1), Y < Ȳ. 9
10 3 Refleced BSDEs wih ime-delayed generaors The probabilisic seing and he noaion of he previous secion carries over o he presen one. In paricular, we fix a ime horizon T (, ] and we assume m = 1. For p [1, ), we furher inroduce he space M p (R) of adaped càdlàg processes X valued in R such ha X p M p := E[(sup [,T] X ) p ] < and by A p (R), we denoe he subspace of elemens of M p (R) which are increasing processes saring a. Le (S ) [,T] be a càdlàg adaped realvalued process. In his secion, we sudy exisence of soluions (Y,Z,K) of BSDEs refleced on he càdlàg barrier S and wih ime-delayed generaors. Tha is, processes saisfying Y = ξ + g(s,γ(s))ds+k T K Z s dw s, [,T] (3.1) Y S (3.) (Y S )dk = (3.3) wihγdefined by (.). Consider he condiion (A5) E [ sup T (S + )] < and S T ξ. Theorem 3.1. Assume (A1)-(A5). If { K α 1 ([,]) u L 1 (d) 1 36, K α ([,]) v L (d) 1 36, (3.4) hen RBSDE (3.1) admis a unique soluion (Y,Z,K) M (R) H (R d ) A (R) saisfying Y = esssupe τ T τ g(s,γ(s))ds+s τ 1 {τ<t} +ξ1 {τ=t} F, where T is he se of all sopping imes aking values in[,t] and T = {τ T : τ }. Proof. For any given (y,z) M (R) H (R d ), similar o he proof of Lemma.3, we have E ξ + g(s, γ(s))ds < wih γ defined as in Lemma.3. Hence, from [1, Theorem 3.3] for T < and [1, Theorem 3.1] for T = he refleced BSDE Y = ξ + g(s,γ(s))ds+k T K Z s dw s 1
11 wih barrier S admis a unique soluion (Y,Z,K) such ha (Y,Z) B, he space of processes (Y,Z) M (R) H (R d ) such ha Y S, and K A (R). Moreover, Y admis he represenaion Y = esssup τ T E τ g(s,γ(s))ds+s τ 1 {τ<t} +ξ1 {τ=t} F [,T]. Hence we can define a mappingφfrombobby seing Φ(y,z) := (Y,Z). Le(y,z),(ȳ, z) B and (Y,Z) = Φ(y,z), (Ȳ, Z) = Φ(ȳ, z). From he represenaion, we deduce Y Ȳ esssup τ T E τ g(s, γ(s)) g(s, γ(s)) ds F E Doob s maximal inequaliy implies ha E [ ] sup Y Ȳ 4E T Applying Iô s formula o Y Ȳ, we obain Y Ȳ + = + Z s Z s ds = + + (Y s Ȳs )d(k s K s ) g(s, γ(s)) g(s, γ(s)) ds F. g(s, γ(s)) g(s, γ(s)) ds. (Y s Ȳ s )(g(s,γ(s)) g(s, γ(s)))ds (Y s Ȳs)(g(s,γ(s)) g(s, γ(s)))ds (Y s S s )dk s (Ȳs S s )d K s. (Y s Ȳs)(Z s Z s )dw s (Y s S s )d K s (Y s Ȳs)(Z s Z s )dw s (Ȳs S s )dk s 11
12 Since (Y,K) and (Ȳ, K) saisfy (3.) and (3.3), we have Hence E Y Ȳ + Z s Z s ds E Z s Z s ds [ sup T In view of he proof of Lemma.3, we deduce (Y s Ȳs)(g(s,γ(s)) g(s, γ(s)))ds Y Ȳ ]+E Y Ȳ M (R) + Z Z H (R d ) 9E (Y s Ȳs)(Z s Z s )dw s. 18K α 1 ([,]) u L 1 (d) y ȳ M (R) g(s, γ(s)) g(s, γ(s)) ds. g(s, γ(s)) g(s, γ(s)) ds +18K α ([,]) v L (d) z z H (R d ). By condiion (3.4), Φ is a conracion mapping and herefore i admis a unique fixed poin which combined wih he associaed process K is he unique soluion of he RBSDE (3.1). 4 Link o coupled FBSDEs In his secion, we discuss he connecion beween BSDEs wih ime-delayed generaors and FBSDEs. We work in he probabilisic seing and wih he noaion of Secion. Sandard mehods o solve BSDEs wih quadraic growh in he conrol variable ofen rely eiher on boundedness of he conrol process, see for insance [16] and [6], or on BMO esimaes for he sochasic inegral of he conrol process, see for insance [17]. However, as shown in [8], soluions of BSDEs wih ime-delayed generaors do no, in general, saisfy boundedness and BMO properies so ha new mehods are required o solve quadraic BSDE wih ime-delayed generaors. Recenly, [5] obained exisence and uniqueness of soluion for a quadraic BSDE wih delay only in he value process. We show below ha using FBSDE heory, i is possible o generalize heir resuls o mulidimension and considering a differen kind of delay. Moreover, our argumen allows o solve equaions wih generaors of superquadraic growh. Le α 1 be he uniform measure on[,], α he Dirac measure a. Pu u(s) = v(s) = 1, for s [,T]. We are considering he following BSDE wih ime delay only in he value process: Y = ξ + s g(s, Y r dr,z s )ds Z s dw s, [,T]. (4.1) 1
13 We denoe by D 1, he space of all Malliavin differeniable random variables and for ξ D 1, denoe by D ξ is Malliavin derivaive. We refer o Nualar [14] for a horough reamen of he heory of Malliavin calculus, whereas he definiion and properies of he BMO-space and norm can be found in [11]. We make he following assumpions: (B1) g : [,T] R m R m d R m is a coninuous funcion such ha g i (y,z) = g i (y,z i ) and here exiss a consan K > as well as a nondecreasing funcion ρ : R + R + such ha g(s,y,z) g(s,y,z ) K y y +ρ( z z ) z z, g(s,y,z) g(s,y,z) g(s,y,z )+g(s,y,z ) K( y y + z z ) for all s [,T], y,y R m and z,z R m d. (B) ξ is F T -measurable such ha ξ D 1, (R m ) and here exis consans A ij such ha D j ξi A ij, i = 1,...,m; j = 1,...,d, for all [,T]. (B3) g : Ω [,T] R m R m d is measurable, g(s,y,z) = f(s,z)+l(s,y,z) where f andlare measurable funcions wihf i (s,z) = f i (s,z i ),i = 1,...,m and here exiss a consan K such ha f(s,z) f(s,z ) K(1+ z + z ) z z, l(s,y,z) l(s,y,z ) K y y +K(1+ z ǫ + z ǫ ) z z, f(s,z) K(1+ z ), l(s,y,z) K(1+ z 1+ǫ ), for some ǫ < 1 and for all s [,T], y,y R m and z,z R m d. (B4) ξ isf T -measurable such ha here exis a consan K such ha ξ K. (B5) g : Ω [,T] R R d R is progressively measurable, coninuous process for any choice of he spaial variables and for each fixed (s,ω) [,T] Ω, g(s,ω, ) is coninuous. g is increasing in y and for some consan K such ha for all s [,T], y R and z R d. (B6) ξ isf T -measurable such ha ξ L. g(s,y,z) K(1+ z ), 13
14 (B7) g : Ω [,T] R R d R is progressively measurable, coninuous process for any choice of he spaial variables and for each fixed (s,ω) [,T] Ω, g(s,ω, ) is coninuous. g is increasing in y and for some consan K such ha for all s [,T], y R and z R d. Proposiion 4.1. Assume T (, ). g(s,y,z) K(1+ z ), 1. If (B1)-(B) are saisfied, hen here exiss a consan C such ha for sufficienly small T, BSDE (4.1) admis a unique soluion (Y,Z) S (R m ) H (R m d ) such ha Z C.. If (B3)-(B4) are saisfied, hen here exis consans C 1,C such ha for sufficienly small T, BSDE (4.1) admis a unique soluion (Y,Z) S (R m ) H (R m d ) such ha Y C 1 and Z dw BMO C. 3. If m = d = 1 and (B5)-(B6) are saisfied, hen BSDE (4.1) admis a leas a soluion (Y,Z) S (R) H (R d ). 4. If m = d = 1 and (B4) and (B7) are saisfied, hen BSDE (4.1) admis a leas a soluion (Y,Z) S (R) H (R d ) such ha Y is bounded and Z W is a BMO maringale. Proof. Define he funcion b : R m R m by seing for y R m, b i (y) = y i, i = 1,...,m. For [,T], pu X = b(y s )ds. Thus BSDE (4.1) can be wrien as he coupled FBSDE { X = b(y s)ds, Y = ξ + g(s,x s,z s )ds (4.) Z s dw s so ha 1. and. follow from [13], and 3. and 4. from [3]. The above heorem provides an explanaion why i is no enough o solve a ime-delayed BSDE backward in ime, one acually needs o consider boh he forward and backward pars of he soluion due o he delay. References [1] K. Akdim and Y. Ouknine. Infinie horizon refleced backward sdes wih jumps and rcll obsacle. Soch. Anal. Appl., 4(6), 6. [] S. Ankirchner, P. Imkeller, and G. Reis. Pricing and hedging of derivaives based on non-radeable underlyings. Mah. Finance, ():89 31, 1. 14
15 [3] F. Anonelli and S. Hamadène. Exisence of soluions of backward-forward SDE s wih coninuous monoone coefficiens. Sais. Probab. Le., 76(14): , 6. [4] V. I. Bogachev. Measure Theory, volume 1. Springer, 7. [5] P. Briand and R. Elie. A simple consrucive approach o quadraic BSDEs wih or wihou delay. Soch. Proc. Appl., 13(8):91 939, 13. [6] P. Cheridio and K. Nam. BSDEs wih erminal condiions ha have bounded Malliavin derivaive. J. Func. Anal., 66(3): , 14. [7] Ł. Delong. Applicaions of ime-delayed backward sochasic differenial equaions o pricing, hedging and porfolio managemen. Applicaiones Mahemaicae, 1. [8] Ł. Delong and P. Imkeller. Backward sochasic differenial equaions wih ime delayed generaors - resuls and counerexamples. Ann. Appl. Probab., : , 1. [9] Ł. Delong and P. Imkeller. On malliavin s differeniabiliy of bsde wih ime delayed generaors driven by brownian moions and poisson random measures. Soch. Proc. Appl., 1(9): , 1. [1] G. dos Reis, A. Réveillac, and J. Zhang. FBSDEs wih ime delayed generaors: Lp-soluions, differeniabiliy, represenaion formulas and pah regulariy. Soch. Proc. Appl., 11(9):114 15, 11. [11] N. Kazamaki. Coninuous Exponenial Maringales and BMO, volume 1579 of Lecure Noes in Mahemaics. Springer-Verlag, Berlin, [1] J.-P. Lepelier and M. Xu. Penalizaion mehod for refleced backward sochasic differenial equaions wih one r.c.l.l. barrier. Sais. Probab. Le., 75:58 66, 5. [13] P. Luo and L. Tangpi. Solvabiliy of coupled FBSDEs wih quadraic and superquadraic growh. Preprin, 15. [14] D. Nualar. The Malliavin Calculus and Relaed Topics. Probabiliy and is Applicaions (New York). Springer-Verlag, Berlin, second ediion, 6. ISBN ; [15] P. E. Proer. Sochasic Inegraion and Differenial Equaions. Springer-Verlag, 4. [16] A. Richou. Markovian quadraic and superquadraic BSDEs wih an unbounded erminal condiion. Soch. Proc. Appl., 1(9): , 1. [17] R. Tevzadze. Solvabiliy of backward sochasic differenial equaions wih quadraic growh. Soch. Proc. Appl., 118(3):53 515, 8. [18] Q. Zhou and Y. Ren. Refleced backward sochasic differenial equaions wih ime delayed generaors. Sais. Probab. Le., 8:979 99, 1. 15
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 informationGeneralized 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 informationUtility 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 informationAn 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 information6. 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 informationBackward 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 informationDual 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 informationThe 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 informationA 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 informationOn 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 informationUniqueness 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 informationarxiv: 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 informationLocal 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 informationand Applications Alexander Steinicke University of Graz Vienna Seminar in Mathematical Finance and Probability,
Backward Sochasic Differenial Equaions and Applicaions Alexander Seinicke Universiy of Graz Vienna Seminar in Mahemaical Finance and Probabiliy, 6-20-2017 1 / 31 1 Wha is a BSDE? SDEs - he differenial
More informationarxiv: 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 informationSingular 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 informationEXISTENCE 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 informationarxiv: 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 informationarxiv: v1 [math.pr] 18 Feb 2015
Non-Markovian opimal sopping problems and consrained BSDEs wih jump arxiv:152.5422v1 [mah.pr 18 Feb 215 Marco Fuhrman Poliecnico di Milano, Diparimeno di Maemaica via Bonardi 9, 2133 Milano, Ialy marco.fuhrman@polimi.i
More informationCash Flow Valuation Mode Lin Discrete Time
IOSR Journal of Mahemaics (IOSR-JM) e-issn: 2278-5728,p-ISSN: 2319-765X, 6, Issue 6 (May. - Jun. 2013), PP 35-41 Cash Flow Valuaion Mode Lin Discree Time Olayiwola. M. A. and Oni, N. O. Deparmen of Mahemaics
More informationAnn. 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 informationMonotonic 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 informationBSDES 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 informationTime 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 informationPOSITIVE SOLUTIONS OF NEUTRAL DELAY DIFFERENTIAL EQUATION
Novi Sad J. Mah. Vol. 32, No. 2, 2002, 95-108 95 POSITIVE SOLUTIONS OF NEUTRAL DELAY DIFFERENTIAL EQUATION Hajnalka Péics 1, János Karsai 2 Absrac. We consider he scalar nonauonomous neural delay differenial
More informationLecture 20: Riccati Equations and Least Squares Feedback Control
34-5 LINEAR SYSTEMS Lecure : Riccai Equaions and Leas Squares Feedback Conrol 5.6.4 Sae Feedback via Riccai Equaions A recursive approach in generaing he marix-valued funcion W ( ) equaion for i for he
More informationLocally Lipschitz BSDE driven by a continuous martingale path-derivative approach Monash CQFIS working paper
Locally Lipschiz BSDE driven by a coninuous maringale pah-derivaive approach Monash CQFIS working paper 17 1 Absrac Using a new noion of pah-derivaive, we sudy exisence and uniqueness of soluion for backward
More informationOn 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 informationBACKWARD 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 informationBackward doubly stochastic di erential equations with quadratic growth and applications to quasilinear SPDEs
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
More informationSimulation 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 informationThe Optimal Stopping Time for Selling an Asset When It Is Uncertain Whether the Price Process Is Increasing or Decreasing When the Horizon Is Infinite
American Journal of Operaions Research, 08, 8, 8-9 hp://wwwscirporg/journal/ajor ISSN Online: 60-8849 ISSN Prin: 60-8830 The Opimal Sopping Time for Selling an Asse When I Is Uncerain Wheher he Price Process
More informationStochastic Modelling in Finance - Solutions to sheet 8
Sochasic Modelling in Finance - Soluions o shee 8 8.1 The price of a defaulable asse can be modeled as ds S = µ d + σ dw dn where µ, σ are consans, (W ) is a sandard Brownian moion and (N ) is a one jump
More informationOn 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 informationarxiv: 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 informationPositive 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 informationMODULE 3 FUNCTION OF A RANDOM VARIABLE AND ITS DISTRIBUTION LECTURES PROBABILITY DISTRIBUTION OF A FUNCTION OF A RANDOM VARIABLE
Topics MODULE 3 FUNCTION OF A RANDOM VARIABLE AND ITS DISTRIBUTION LECTURES 2-6 3. FUNCTION OF A RANDOM VARIABLE 3.2 PROBABILITY DISTRIBUTION OF A FUNCTION OF A RANDOM VARIABLE 3.3 EXPECTATION AND MOMENTS
More informationOscillation of an Euler Cauchy Dynamic Equation S. Huff, G. Olumolode, N. Pennington, and A. Peterson
PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON DYNAMICAL SYSTEMS AND DIFFERENTIAL EQUATIONS May 4 7, 00, Wilmingon, NC, USA pp 0 Oscillaion of an Euler Cauchy Dynamic Equaion S Huff, G Olumolode,
More informationA 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 informationSimulation 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 informationEXISTENCE AND UNIQUENESS THEOREMS ON CERTAIN DIFFERENCE-DIFFERENTIAL EQUATIONS
Elecronic Journal of Differenial Equaions, Vol. 29(29), No. 49, pp. 2. ISSN: 72-669. URL: hp://ejde.mah.xsae.edu or hp://ejde.mah.un.edu fp ejde.mah.xsae.edu EXISTENCE AND UNIQUENESS THEOREMS ON CERTAIN
More informationQuadratic 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 informationarxiv: 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 informationUndetermined 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 informationPOSITIVE PERIODIC SOLUTIONS OF NONAUTONOMOUS FUNCTIONAL DIFFERENTIAL EQUATIONS DEPENDING ON A PARAMETER
POSITIVE PERIODIC SOLUTIONS OF NONAUTONOMOUS FUNCTIONAL DIFFERENTIAL EQUATIONS DEPENDING ON A PARAMETER GUANG ZHANG AND SUI SUN CHENG Received 5 November 21 This aricle invesigaes he exisence of posiive
More informationKalman 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 informationSTABILITY 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 informationarxiv: v1 [math.pr] 23 Mar 2019
arxiv:193.991v1 [mah.pr] 23 Mar 219 Uniqueness, Comparison and Sabiliy for Scalar BSDEs wih Lexp(µ 2log(1 + L)) -inegrable erminal values and monoonic generaors Hun O, Mun-Chol Kim and Chol-Kyu Pak * Faculy
More informationQuasi-sure Stochastic Analysis through Aggregation
E l e c r o n i c J o u r n a l o f P r o b a b i l i y Vol. 16 (211), Paper no. 67, pages 1844 1879. Journal URL hp://www.mah.washingon.edu/~ejpecp/ Quasi-sure Sochasic Analysis hrough Aggregaion H. Mee
More informationSome 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 informationConvergence 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 informationExistence 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 informationExample 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 information23.5. Half-Range Series. Introduction. Prerequisites. Learning Outcomes
Half-Range Series 2.5 Inroducion In his Secion we address he following problem: Can we find a Fourier series expansion of a funcion defined over a finie inerval? Of course we recognise ha such a funcion
More informationExistence 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 informationREFLECTED 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 informationExistence 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 informationApplication of a Stochastic-Fuzzy Approach to Modeling Optimal Discrete Time Dynamical Systems by Using Large Scale Data Processing
Applicaion of a Sochasic-Fuzzy Approach o Modeling Opimal Discree Time Dynamical Sysems by Using Large Scale Daa Processing AA WALASZE-BABISZEWSA Deparmen of Compuer Engineering Opole Universiy of Technology
More informationarxiv: v1 [math.pr] 14 Jul 2008
Refleced Backward Sochasic Differenial Equaions Driven by Lévy Process arxiv:0807.2076v1 [mah.pr] 14 Jul 2008 Yong Ren 1, Xiliang Fan 2 1. School of Mahemaics and Physics, Universiy of Tasmania, GPO Box
More informationMatrix Versions of Some Refinements of the Arithmetic-Geometric Mean Inequality
Marix Versions of Some Refinemens of he Arihmeic-Geomeric Mean Inequaliy Bao Qi Feng and Andrew Tonge Absrac. We esablish marix versions of refinemens due o Alzer ], Carwrigh and Field 4], and Mercer 5]
More informationLECTURE 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 informationSobolev-type Inequality for Spaces L p(x) (R N )
In. J. Conemp. Mah. Sciences, Vol. 2, 27, no. 9, 423-429 Sobolev-ype Inequaliy for Spaces L p(x ( R. Mashiyev and B. Çekiç Universiy of Dicle, Faculy of Sciences and Ars Deparmen of Mahemaics, 228-Diyarbakir,
More informationarxiv: v1 [math.pr] 23 Jan 2019
Consrucion of Liouville Brownian moion via Dirichle form heory Jiyong Shin arxiv:90.07753v [mah.pr] 23 Jan 209 Absrac. The Liouville Brownian moion which was inroduced in [3] is a naural diffusion process
More information6.2 Transforms of Derivatives and Integrals.
SEC. 6.2 Transforms of Derivaives and Inegrals. ODEs 2 3 33 39 23. Change of scale. If l( f ()) F(s) and c is any 33 45 APPLICATION OF s-shifting posiive consan, show ha l( f (c)) F(s>c)>c (Hin: In Probs.
More informationarxiv:math/ v1 [math.nt] 3 Nov 2005
arxiv:mah/0511092v1 [mah.nt] 3 Nov 2005 A NOTE ON S AND THE ZEROS OF THE RIEMANN ZETA-FUNCTION D. A. GOLDSTON AND S. M. GONEK Absrac. Le πs denoe he argumen of he Riemann zea-funcion a he poin 1 + i. Assuming
More informationAMartingaleApproachforFractionalBrownian 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 informationEXERCISES 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 informationA Sharp Existence and Uniqueness Theorem for Linear Fuchsian Partial Differential Equations
A Sharp Exisence and Uniqueness Theorem for Linear Fuchsian Parial Differenial Equaions Jose Ernie C. LOPE Absrac This paper considers he equaion Pu = f, where P is he linear Fuchsian parial differenial
More informationBackward Stochastic Differential Equations with Nonmarkovian Singular Terminal Values
Backward Sochasic Differenial Equaions wih Nonmarkovian Singular Terminal Values Ali Sezer, Thomas Kruse, Alexandre Popier, Ali Sezer To cie his version: Ali Sezer, Thomas Kruse, Alexandre Popier, Ali
More informationarxiv: v1 [math.pr] 6 Oct 2008
MEASURIN THE NON-STOPPIN TIMENESS OF ENDS OF PREVISIBLE SETS arxiv:8.59v [mah.pr] 6 Oc 8 JU-YI YEN ),) AND MARC YOR 3),4) Absrac. In his paper, we propose several measuremens of he nonsopping imeness of
More informationarxiv: v1 [math.fa] 9 Dec 2018
AN INVERSE FUNCTION THEOREM CONVERSE arxiv:1812.03561v1 [mah.fa] 9 Dec 2018 JIMMIE LAWSON Absrac. We esablish he following converse of he well-known inverse funcion heorem. Le g : U V and f : V U be inverse
More informationThe L p -Version of the Generalized Bohl Perron Principle for Vector Equations with Infinite Delay
Advances in Dynamical Sysems and Applicaions ISSN 973-5321, Volume 6, Number 2, pp. 177 184 (211) hp://campus.ms.edu/adsa The L p -Version of he Generalized Bohl Perron Principle for Vecor Equaions wih
More informationA 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 informationMean-Variance Hedging for General Claims
Projekbereich B Discussion Paper No. B 167 Mean-Variance Hedging for General Claims by Marin Schweizer ) Ocober 199 ) Financial suppor by Deusche Forschungsgemeinschaf, Sonderforschungsbereich 33 a he
More informationEXISTENCE OF NON-OSCILLATORY SOLUTIONS TO FIRST-ORDER NEUTRAL DIFFERENTIAL EQUATIONS
Elecronic Journal of Differenial Equaions, Vol. 206 (206, No. 39, pp.. ISSN: 072-669. URL: hp://ejde.mah.xsae.edu or hp://ejde.mah.un.edu fp ejde.mah.xsae.edu EXISTENCE OF NON-OSCILLATORY SOLUTIONS TO
More informationOptimal Investment Strategy Insurance Company
Opimal Invesmen Sraegy for a Non-Life Insurance Company Łukasz Delong Warsaw School of Economics Insiue of Economerics Division of Probabilisic Mehods Probabiliy space Ω I P F I I I he filraion saisfies
More informationA proof of Ito's formula using a di Title formula. Author(s) Fujita, Takahiko; Kawanishi, Yasuhi. Studia scientiarum mathematicarum H Citation
A proof of Io's formula using a di Tile formula Auhor(s) Fujia, Takahiko; Kawanishi, Yasuhi Sudia scieniarum mahemaicarum H Ciaion 15-134 Issue 8-3 Dae Type Journal Aricle Tex Version auhor URL hp://hdl.handle.ne/186/15878
More informationOptimal control of diffusion coefficients via decoupling fields
Opimal conrol of diffusion coefficiens via decoupling fields Sefan Ankirchner, Alexander Fromm To cie his version: Sefan Ankirchner, Alexander Fromm. Opimal conrol of diffusion coefficiens via decoupling
More informationFinish reading Chapter 2 of Spivak, rereading earlier sections as necessary. handout and fill in some missing details!
MAT 257, Handou 6: Ocober 7-2, 20. I. Assignmen. Finish reading Chaper 2 of Spiva, rereading earlier secions as necessary. handou and fill in some missing deails! II. Higher derivaives. Also, read his
More informationBoundedness and Exponential Asymptotic Stability in Dynamical Systems with Applications to Nonlinear Differential Equations with Unbounded Terms
Advances in Dynamical Sysems and Applicaions. ISSN 0973-531 Volume Number 1 007, pp. 107 11 Research India Publicaions hp://www.ripublicaion.com/adsa.hm Boundedness and Exponenial Asympoic Sabiliy in Dynamical
More informationNotes for Lecture 17-18
U.C. Berkeley CS278: Compuaional Complexiy Handou N7-8 Professor Luca Trevisan April 3-8, 2008 Noes for Lecure 7-8 In hese wo lecures we prove he firs half of he PCP Theorem, he Amplificaion Lemma, up
More informationCERTAIN 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 informationChapter 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 informationarxiv: 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 informationCONTRIBUTION TO IMPULSIVE EQUATIONS
European Scienific Journal Sepember 214 /SPECIAL/ ediion Vol.3 ISSN: 1857 7881 (Prin) e - ISSN 1857-7431 CONTRIBUTION TO IMPULSIVE EQUATIONS Berrabah Faima Zohra, MA Universiy of sidi bel abbes/ Algeria
More informationBOUNDED VARIATION SOLUTIONS TO STURM-LIOUVILLE PROBLEMS
Elecronic Journal of Differenial Equaions, Vol. 18 (18, No. 8, pp. 1 13. ISSN: 17-6691. URL: hp://ejde.mah.xsae.edu or hp://ejde.mah.un.edu BOUNDED VARIATION SOLUTIONS TO STURM-LIOUVILLE PROBLEMS JACEK
More informationAsymptotic 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 informationDifferential Harnack Estimates for Parabolic Equations
Differenial Harnack Esimaes for Parabolic Equaions Xiaodong Cao and Zhou Zhang Absrac Le M,g be a soluion o he Ricci flow on a closed Riemannian manifold In his paper, we prove differenial Harnack inequaliies
More informationA FAMILY OF MARTINGALES GENERATED BY A PROCESS WITH INDEPENDENT INCREMENTS
Theory of Sochasic Processes Vol. 14 3), no. 2, 28, pp. 139 144 UDC 519.21 JOSEP LLUÍS SOLÉ AND FREDERIC UTZET A FAMILY OF MARTINGALES GENERATED BY A PROCESS WITH INDEPENDENT INCREMENTS An explici procedure
More informationStochastic 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 informationt dt t SCLP Bellman (1953) CLP (Dantzig, Tyndall, Grinold, Perold, Anstreicher 60's-80's) Anderson (1978) SCLP
Coninuous Linear Programming. Separaed Coninuous Linear Programming Bellman (1953) max c () u() d H () u () + Gsusds (,) () a () u (), < < CLP (Danzig, yndall, Grinold, Perold, Ansreicher 6's-8's) Anderson
More informationOn the probabilistic stability of the monomial functional equation
Available online a www.jnsa.com J. Nonlinear Sci. Appl. 6 (013), 51 59 Research Aricle On he probabilisic sabiliy of he monomial funcional equaion Claudia Zaharia Wes Universiy of Timişoara, Deparmen of
More informationClass Meeting # 10: Introduction to the Wave Equation
MATH 8.5 COURSE NOTES - CLASS MEETING # 0 8.5 Inroducion o PDEs, Fall 0 Professor: Jared Speck Class Meeing # 0: Inroducion o he Wave Equaion. Wha is he wave equaion? The sandard wave equaion for a funcion
More informationA Note on the Equivalence of Fractional Relaxation Equations to Differential Equations with Varying Coefficients
mahemaics Aricle A Noe on he Equivalence of Fracional Relaxaion Equaions o Differenial Equaions wih Varying Coefficiens Francesco Mainardi Deparmen of Physics and Asronomy, Universiy of Bologna, and he
More informationDiebold, Chapter 7. Francis X. Diebold, Elements of Forecasting, 4th Edition (Mason, Ohio: Cengage Learning, 2006). Chapter 7. Characterizing Cycles
Diebold, Chaper 7 Francis X. Diebold, Elemens of Forecasing, 4h Ediion (Mason, Ohio: Cengage Learning, 006). Chaper 7. Characerizing Cycles Afer compleing his reading you should be able o: Define covariance
More informationLecture notes on BSDEs Main existence and stability results
Lecure noes on BSDEs Main exisence and sabiliy resuls Bruno Bouchard Universié Paris-Dauphine, CEREMADE, and CREST, Paris, France bouchard@ceremade.dauphine.fr February 214 (revised May 215) Lecures given
More information23.2. Representing Periodic Functions by Fourier Series. Introduction. Prerequisites. Learning Outcomes
Represening Periodic Funcions by Fourier Series 3. Inroducion In his Secion we show how a periodic funcion can be expressed as a series of sines and cosines. We begin by obaining some sandard inegrals
More informationarxiv: v2 [math.pr] 8 Dec 2014
arxiv:141.449v2 [mah.pr] 8 Dec 214 BSDEs DRIVEN BY A MULTI-DIMENSIONAL MARTINGALE AND THEIR APPLICATIONS TO MARKET MODELS WITH FUNDING COSTS Tianyang Nie and Marek Rukowski School of Mahemaics and Saisics
More informationAsymptotic behavior of an optimal barrier in a constraint optimal consumption problem
Asympoic behavior of an opimal barrier in a consrain opimal consumpion problem Peer Grandis Insiu für Wirschafsmahemaik TU Wien Wiedner Haupsraße 8-1,A-14 Wien Ausria Augus 214 Keywords: opimal consumpion,
More information3.1.3 INTRODUCTION TO DYNAMIC OPTIMIZATION: DISCRETE TIME PROBLEMS. A. The Hamiltonian and First-Order Conditions in a Finite Time Horizon
3..3 INRODUCION O DYNAMIC OPIMIZAION: DISCREE IME PROBLEMS A. he Hamilonian and Firs-Order Condiions in a Finie ime Horizon Define a new funcion, he Hamilonian funcion, H. H he change in he oal value of
More information