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TYPE AND NONLINEAR EIGENVALUE PROBLEMS

PABLO L. DE N ´APOLI AND M. CRISTINA MARIANI Received 20 February 2001

This work is devoted to the study of a quasilinear elliptic system of resonant type.

We prove the existence of infinitely many solutions of a related nonlinear eigen- value problem. Applying an abstract minimax theorem, we obtain a solution of the quasilinear system−∆pu=Fu(x,u,v), −∆qv=Fv(x,u,v), under conditions involving the first and the second eigenvalues.

1. Introduction

1.1. The problem and some previous results. We consider a gradient elliptic system

−∆pu=Fu(x,u,v), −∆qv=Fv(x,u,v). (1.1) Elliptic problems involving thep-Laplacian have been studied by several au- thors (cf. [3,7,8,10,11]). We recall some results from the work of Boccardo and de Figueiredo [4].

It is well known that the solutions of (1.1) inW=W01,p(Ω)×W01,q(Ω) are the critical points of the functional

Φ(u,v)=1 p

|∇u|p+1 q

|∇v|q

F(x,u,v) (1.2) under the following three assumptions:

(1)Ω⊂RNis a bounded domain, 1< p,q < N, so that the following contin- uous embeddings hold:

W01,p(Ω)⊂Lp(Ω), W01,q(Ω)⊂Lq(Ω); (1.3)

Copyright©2002 Hindawi Publishing Corporation Abstract and Applied Analysis 7:3 (2002) 155–167 2000 Mathematics Subject Classification: 35J50 URL:http://dx.doi.org/10.1155/S1085337502000829

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(2)F: ¯Ω×R×R→RisC1and verifies the following growth condition:

F(x,s,t)c1 +|s|p+|t|q

x∈Ω¯;s,t∈R; (1.4) (3) in order to haveΦ∈C1(W,R), we assume

Fs(x,s,t)C1 +|s|p−1+|t|q(p−1)/p

x∈Ω;¯ s,t∈R, Ft(x,s,t)C1 +|t|q−1+|s|p(q−1)/q

x∈Ω;¯ s,t∈R. (1.5) The geometry ofΦdepends strongly on the values ofαandβin the estimate

F(x,s,t)c1 +|s|α+|t|β

x∈Ω;¯ s,t∈R, (1.6) whereαp, βq. In this work we are interested in the caseα= p, β=q (systems of resonant type).

In our case, it is quite adequate to assume the following condition onF: con- sider the function

L(x,s,t)=1

p Fs(x,s,t)s+1

q Ft(x,s,t)t−F(x,s,t). (1.7) Assume that

(s,tlim)→∞L(x,s,t)=±∞ uniformly forx∈Ω. (1.8) This assumption implies thatΦsatisfies the following compactness Cerami con- dition.

Definition 1.1. LetXbe a Banach space andΦ∈C1(X,R). Givenc∈R, we say thatΦsatisfies condition (Cc), if

(1) any bounded sequence (un)⊂Xsuch thatΦ(un)→candΦ(un)→0 has a convergent subsequence;

(2) there exist constantsδ,R,α >0 such that

Φ(u)uαu∈Φ−1[c−δ,c+δ]withuR. (1.9) IfΦ∈C1(X,R) satisfies condition (Cc) for everyc∈R, we say thatΦsatisfies condition (C).

Condition (C) was introduced by Cerami [5]. It was shown in [2] that from condition (C) it is possible to obtain a deformation lemma, that is fundamental in order to get minimax theorems.

In order to avoid resonance, Boccardo and de Figueiredo [4] introduced an assumption onFinvolving an eigenvalue problem

−∆puaGu(u,v)=λ|u|p−2u,

−∆qvaGv(u,v)=λ|v|q−2v, (1.10)

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wherea=a(x)L(Ω) andGis aC1even functionG:R→[0,∞) such that Gc1/ps,c1/qt=cG(s,t) ∀c >0, (1.11)

G(s,t)K1 p|s|p+1

q|t|q

. (1.12)

We call such aGa (p,q) homogeneous function.

It is easy to see that (1.11) implies (1.12). A (p,q)-homogeneous function satisfies

1

p Gs(s,t)s+1

q Gt(s,t)t=G(s,t). (1.13) Examples of (p,q) homogeneous functions are

(1)G(s,t)=c1|s|p+c2|t|q,

(2)G(s,t)=c|s|α|t|βwithα/p+β/q=1 wherec,c1,c2are constants.

The following results are proved in [4].

Theorem1.2. Problem (1.10), withGas above, has a first eigenvalueλ1(a), char- acterized variationally by

λ1(a)= inf

(u,v)=(0,0)

(1/p)|∇u|p+ (1/q)|∇v|q

aG(u,v)

(1/p)|u|p+ (1/q)|v|q (1.14) which depends continuously onain theL-norm.

Theorem1.3. Assume (1.5), (1.6) withα=p,β=q, and that the following con- ditions hold:

(1)there exist positive numbersc,R,µ, andνsuch that 1

p sFs(x,s,t) +1

q tFt(x,s,t)F(x,s,t)c|s|µ+|t|ν

for|s|,|t|> R, (1.15) (2)there existsGas above, such that

lim sup

|s|,|t|→∞

F(x,s,t)

G(s,t) a(x)L(Ω), (1.16) whereλ1(a)>0.

Then the functionalΦis bounded from below and the infimum is achieved.

1.2. The existence of infinitely many eigenfunctions. LetᏯbe the class of com- pact symmetric (C=−C) subsets of the spaceW. We recall that forC∈Ꮿthe Krasnoselskii genus gen(C) is defined as the minimum integernsuch that there exists an odd continuous mappingϕ:C→(Rn−{0}) (cf. [1]). We note

k= C∈Ꮿ: gen(C)k. (1.17)

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For an arbitrary symmetric subsetSofW−{0}the genus over compact setsγ(S) is defined by

γ(S)=sup gen(C) :CS, C∈Ꮿ, Ccompact. (1.18) Now we may state our main result on the eigenvalue problem.

Theorem1.4. The eigenvalue problem (1.10), withGas above, has infinitely many eigenfunctions given by

λk(a,G)= inf

C∈Ꮿk

(u,v)∈Csup

(1/p)|∇u|p+ (1/q)|∇v|q

aG(u,v)

(1/p)|u|p+ (1/q)|v|q (1.19) andλk(a,G)→ ∞ask→ ∞. Moreover,λkdepends continuously onain theL- norm.

Remark 1.5. Equivalently if we define S=

(u,v)∈W: 1 p

|u|p+1 q

|v|q=1

, (1.20)

we have

λk(a,G)= inf

C∈Ꮿk,C⊂S sup

(u,v)∈C

1 p

|∇u|p+1 q

|∇v|q

aG(u,v). (1.21) We will write λk(a) instead of λk(a,G), when the dependence on the (p,q)- homogeneous functionGis clear from the context.

1.3. The existence result for resonant systems. ApplyingTheorem 1.4and an abstract minimax principle from [9], we prove the following theorem.

Theorem1.6. Assume thatF :Ω×R×R→Rverifies (1.5), (1.6) withα= p, β=q, (1.8), and thata1,a2L(Ω)satisfy

a1(x)≤lim inf

|s|,|t|→∞

F(x,s,t)

G1(s,t) lim sup

|s|,|t|→∞

F(x,s,t)

G2(s,t) a2(x) (1.22) withG1andG2two(p,q)-homogeneous functions andλ1(a1,G1)<0< λ2(a2,G2), whereλ1(a1,G1),λ2(a2,G2)are given by (1.19). Then problem (1.1) has at least one solution.

Remark 1.7. The conditions above could be reformulated in terms of a different eigenvalue problem, foraL(Ω),a(x)>0

−∆pu=µaGu(u,v), −∆qv=µaGv(u,v). (1.23) This problem also has infinitely many eigenvalues given by

µk(a)= inf

C∈Ꮿk

sup

(u,v)∈C

(1/p)|∇u|p+ (1/q)|∇v|p

aG(u,v) . (1.24)

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The conditionλ1(a)<0 is equivalent toµ1(a)<1, and the conditionλ2(a)>0 is equivalent toµ2(a)>1.

Remark 1.8. As an example forTheorem 1.6, we may take

G1(s,t)=G2(s,t)=|s|α|t|β (1.25) withα/p+β/q=1;

F(x,s,t)=λ|s|α|t|β+c|s|µ|t|δ, (1.26) wherec=0 is a constant, and we assume that

µ1(1)< λ < µ2(1) (1.27) andµ < α,δ < β, whereµ1(1),µ2(1) are defined as above (witha≡1).

2. The eigenvalue problem

2.1. The functional framework. We apply the following abstract theorem due to Amann [1].

Theorem2.1. Suppose that the following hypotheses are satisfied:

Xis a real Banach space of infinite dimension, that is uniformly convex;

A:XXis an odd potential operator (i.e.,Ais the Gateaux derivative of Ꮽ:X→R) which is uniformly continuous on bounded sets, and satisfies condition (S)1: if uj u (weakly inX) andA(uj)→v, then uju (strongly inX).

For a given constantα >0, the level set

Mα= uX:Ꮽ(u)=α (2.1)

is bounded and each ray through the origin intersectsMα. Moreover, for every u=0,A(u),u> 0and there exists a constantρα>0 such that A(u),uραonMα.

The mappingB:XXis a strongly sequentially continuous odd poten- tial operator (with potentialᏮ), such thatᏮ(u)=0implies thatB(u)=0.

Let

βk= sup

C∈Ꮿ,C⊂Mα

u∈CinfᏮ(u). (2.2) Then ifβk>0, there exists an eigenfunctionukMαwithᏮ(u)=βk. If

γ uMα:Ꮾ(u)=0=∞, (2.3)

then there exist infinitely many eigenfunctions.

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We will work in the Banach space

W=W01,p(Ω)×W01,q(Ω) (2.4) equipped with the norm

(u,v)W=

u2p+v2q. (2.5) As each factor is uniformly convex, we can conclude thatWis uniformly convex (see [6]). Given (u,v)∈W−1,p(Ω)⊕W−1,q(Ω) we may think of it as an element ofW:

u,v,(u,v)=

u,u+v,v. (2.6) Then we haveW=W−1,p(Ω)⊕W−1,q(Ω) (isometric isomorphism), where the norm inWis given by

u,vW=u2+v2. (2.7) With the notations ofTheorem 2.1, we define

0(u,v)= 1 p

|∇u|p+1 q

|∇v|q, (2.8)

Ꮽ(u,v)=Ꮽ0(u,v)−

aG(u,v) +M1 p

|u|p+1 q

|v|q

, (2.9)

withaandGas in the statement ofTheorem 1.4, andMa fixed constant such thatM > KaL, whereKis the constant in (1.12).

We writeᏭainstead ofᏭwhen we want to remark the dependence on the weighta

A(u,v)=

−∆puaGu(u,v) +M|u|p−2u,−∆qvaGq(u,v) +M|v|q−2v, Ꮾ(u,v)= 1

p

|u|p+1 q

|v|q, B(u,v)=

|u|p−2u,|v|q−2v.

(2.10)

In order to applyTheorem 2.1, we prove the following two lemmas.

Lemma2.2. (1)Ais uniformly continuous on bounded sets.

(2)Averifies the(S)1condition.

Proof. We writeA=A1A2, where A1(u,v)=

−∆pu,−∆qv, A2(u,v)=

aGu(u,v)−M|u|p−2u,aGv(u,v)−M|v|q−2v. (2.11)

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We claim thatA2:WWverifies that: if (uj,vj)(u,v) inW, thenA2(uj,vj)

A2(u,v) inW.

Indeed, if (uj,vj)(u,v), then uj,vj

−→(u,v) inLp(Ω)×Lq(Ω) (2.12) and we obtain that

Gu uj,vj

−→Gu(u,v) inLp(Ω), Gv

uj,vj

−→Gv(u,v) inLq(Ω). (2.13) Hence,A2(uj,vj)A2(u,v) inW.

Let (uj,vj)(u,v) inWsuch that Auj,vj

−→(z,w). (2.14)

ThereforeA2(uj,vj)→A2(u,v) and thenA1(uj,vj)→(z,w) +A2(u,v). SinceA1

verifies condition (S)1, it follows that (uj,vj)→(u,v).

Lemma2.3. (1)The setMα={(u,v)∈W:Ꮽ=α}is bounded.

(2)Every rayt·(u,v)with(u,v)=0intersectsMα. (3)There exists a constantρα>0such that

A(u,v),(u,v)ρα. (2.15)

(4)Condition (2.3) is satisfied.

Proof. (1) As we have fixedM > KaLonMα, then α=Ꮽ(u,v)≥1

p|∇u|p+1

q|∇v|q (2.16)

and the proof is complete.

(2) Let f(c)=Ꮽ(c(u,v)), f(0)=0, f(c)=cp

p

|∇u|p+cq q

|∇v|q

aG(cu,cv) +Mcp p

|u|p+cq q

|v|q .

(2.17)

From (1.12) and the choice ofM, we have f(c)≥cp

p

|∇u|p+cq q

|∇v|q−→+∞ (2.18) asc→ ∞. Since f is continuous, there existsc∈Rsuch that f(c)=α.

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(3) We have A(u,v),(u,v)=

|∇u|p+

|∇v|q

aGu(u,v)u+Gv(u,v)v+M

|u|p+

|v|q . (2.19) Then, using (1.13)

A(u,v),(u,v)≥min{p,q}Ꮽ(u,v)=min{p,q}α. (2.20) (4) In order to see thatγ(Mα)≥k, it is enough to show thatMαcontains subsets homeomorphic to the unit sphere inRk by an odd homeomorphism.

Hence, the proof is completed.

2.2. The continuous dependence ofλk(a)ona. In this section we prove that the eigenvalueλk(a) depends continuously on the weight ain the L-norm.

This result will be used for provingLemma 3.3.

Proposition 2.4. The eigenvalue λk(a) depends continuously ona in theL- norm.

Proof. We have

a(u,v)−Ꮽb(u,v)KabL1 p

|u|p+1 q

|v|q

, (2.21)

whereKis given by condition (1.12), withᏭa,Ꮽbas above. Letε >0. Then there existsC∈Ꮿk,CSsuch that

(u,v)∈Csup Ꮽa(u,v)≤λk(a) +ε

2. (2.22)

Then for any (u,v)C, ifabLδ=ε/2Kwe get Ꮽb(u,v)≤Ꮽa(u,b) +ε

2 λk(a) +ε. (2.23) It follows that

(u,v)∈Csup Ꮽb(u,v)≤λ2(a) +ε (2.24)

and we obtain

λk(b)≤λk(a) +ε. (2.25)

By reversing the roles ofaandb, we get|λk(a)−λk(b)| ≤ε.

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3. Proof of the existence theorem

3.1. A minimax principle. Our main tool for provingTheorem 1.6will be an abstract minimax principle due to El Amrouss and Moussaoui [9].

Theorem3.1. LetΦbe aC1functional onXsatisfying condition(C), letQbe a closed connected subset ofXsuch that∂Q∂(Q)=∅, and letβ∈R. Assume that

(1)for everyK ∈ Ꮿ2 there existsvKK such that Φ(vK) ≥βand Φ(−vK)

β,

(2)a=sup∂QΦ< β, (3) supQΦ<.

ThenΦhas a critical valuecβgiven by c=inf

h∈Γsup

x∈QΦh(x), (3.1)

whereΓ={hC(X,X) :h(x)=xfor everyx∂Q}. 3.2. Compactness conditions

Lemma3.2. Suppose thatFsatisfies (1.6), (1.8), and (1.22). Then the functional Φ, given by (1.2), satisfies the Cerami condition.

Proof. In a similar way to [9, Lemma 3.1], we see that the first condition in Definition 1.1holds.

We will prove that the second condition inDefinition 1.1holds, in the case L(x,s,t)→ −∞as(s,t) → ∞(the caseL(x,s,t)+is similar). To do that, assume by contradiction that there exists a sequence (un,vn)n∈NWsuch that

Φun,vn

−→c, εnun,vnun,vn−→0, un,vn−→ ∞. (3.2) Therefore,

1 p

Φu un,vn

,un +1

q Φv

un,vn ,vn

−Φun,vn−→c (3.3) or equivalently

n→∞lim

1 p Fu

x,un,vn un+1

q Fv

x,un,vn

vnFx,un,vn=c. (3.4) We define

zn=α1n/pun, wn=α1n/qvn, (3.5) where

αn= 1 Ꮽ0

un,vn−→0 (3.6)

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withᏭ0 given by definition (2.8). We have that Ꮽ0(zn,wn)=1 so (zn,wn) is bounded inW. After passing to a subsequence, we may assume that

zn z inW1,p(Ω), wn w inW1,q(Ω),

zn−→z inLp(Ω),a.e. inΩ, wn−→w inLq(Ω),a.e. inΩ.

(3.7)

Now we show that (z,w)=(0,0) Φun,vn0

un,vn=1−

Fx,un,vn0

un,vn . (3.8)

From (1.22), we get that for anyε >0, there existsCε>0 such that F(x,s,t)≤

a2(x) +εG2(s,t) +Cε. (3.9) As a consequence

Fx,un,vn

a2(x) +εG2 un,vn

+Cε|Ω|, (3.10)

then

Fx,un,vn0

un,vnαn

a2(x) +εG2

un,vn

+Cε|Ω|αn. (3.11) Since

αn

a2(x) +εG2

un,vn

=

a2(x) +εG2

zn,wn

(3.12) in the limit we get

0≥1−

a2(x) +εG2(z,w) (3.13)

and we conclude thatG2(z,w)≡0.

Let

L(x,s,t)=1

p Fs(x,s,t)s+1

q Ft(x,s,t)t−F(x,s,t). (3.14) By (1.8) (and sinceLis continuous),L(x,s,t)≤ −M. It follows that

Lx,un,vn

{G2(z,w)=0}Lx,un,vn

+M x:G2

z(x),w(x)=0. (3.15)

Note that

αnG2 un,vn

−→G2(z,w). (3.16)

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So in the set{x:G2(z(x),w(x))=0},G2(un,vn)+, and then by (1.11), we have thatun(x),vn(x)→ ∞. It follows thatL(un,vn)→ −∞by condition (1.8).

Hence the first integral tends to−∞by Fatou lemma, and we get

n→∞lim

Lx,un,vn

=−∞. (3.17)

This contradicts (3.4), and the proof is completed.

3.3. Geometric conditions. In this section we show that the functionalΦsatis- fies the geometric conditions ofTheorem 3.1.

Lemma3.3. LetFsatisfy the assumptions ofTheorem 1.6. Then the functionalΦ, given by (1.2), satisfies

(1)there exists(ϕ,ψ)∈Wsuch thatΦ(c1/pϕ,c1/qψ)→ −∞asc→+∞; (2)for everyK∈Ꮿ2there exists(uK,vK)Kandβ∈Rsuch thatΦ(uK,vK)

βandΦ(−uK,vK)≥β.

Proof. (1) Asλ1(a,G1)<0, we may chooseε >0 such thatλ1(a1ε,G1)<0. Let (ϕ,ψ) be the first eigenfunction for the problem

−∆pu

a1(x)−εG1u(u,v)=λ|u|p−2u inΩ,

−∆qv

a1(x)−εG1v(u,v)=λ|v|q−2v inΩ, u=v=0 in∂Ω,

(3.18)

normalized by

1 p

|ϕ|p+1 q

|ψ|q=1. (3.19)

Then, using (1.13), we get 1

p

|∇ϕ|p+1 q

|∇ψ|q

a1(x)−εG1(u,v)=λ1

a1ε,G1

. (3.20)

By (1.22), we have

F(x,s,t)

a1(x)−εG1(s,t)−Cε. (3.21) It follows that

Φc1/pϕ,c1/qψc1 p

|∇ϕ|p+1 q

|∇ψ|q

a1(x)εG1(ϕ,ψ)

+Cε|Ω|

1

a1ε,G1 +Cε|Ω|,

(3.22)

and soΦ(c1/pϕ,c1/qψ)→ −∞asc→+.

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(2) Sinceλ2(a2,G2)>0, we may chooseε > 0 such thatλ2(a2+ε,G2)>0.

GivenK∈Ꮿ2and thisε >0, we claim that there exists (uK,vK)∈Kverifying λ2

a2+ε,G2

1 p

uKp+1 q

vKq

≤1 p

uKp+1 q

vKq

a2(x) +εG2 uK,vK

.

(3.23)

By (1.22), we have

F(x,s,t)≤

a2(x) +εG2(s,t) +Cε. (3.24) It follows that

ΦuK,vK

≥1 p

uKp+1 q

vKq

a2(x) +εG2 uK,vK

Cε|Ω|

λ2

a2+ε,G21 p

uKp+1 q

vKq

Cε|Ω|

≥ −Cε|Ω|=β.

(3.25)

Similarly,

ΦuK,vK

≥ −Cε|Ω|=β. (3.26) 3.4. Proof ofTheorem 1.6. We applyTheorem 3.1. We take

Q= |c|1/p−1cϕ,|c|1/q−1,RcR, (3.27) where (ϕ,ψ) is given byLemma 3.3.Qis closed and compact (it is the image of [−R,R] under a continuous mapping). Also∂Q=∂(Q)={(±R1/pϕ,±R1/qψ)} =

∅. ByLemma 3.3if we chooseRbig enough, we have

sup∂Q Φ< β. (3.28)

Also supQΦ<+∞sinceQis compact andΦis continuous. The functionalΦ verifies condition (C) byLemma 3.2. Then all the conditions ofTheorem 3.1are

fulfilled and the proof is completed.

Acknowledgment

The authors thank specially Prof. J. P. Gossez and the referee for their careful reading of the manuscript and their fruitful suggestions and remarks.

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[8] G. Dinca, P. Jebelean, and J. Mawhin,Variational and Topological Methods for Dirich- let Problems withp-Laplacian, Recherches de math´ematique, Inst. de Math. Pure et Apliqu´ee, Univ. Cath. de Louvain, 1998.

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[10] J. Fleckinger, R. F. Man´asevich, N. M. Stavrakakis, and F. de Th´elin,Principal eigen- values for some quasilinear elliptic equations onRN, Adv. Differential Equations2 (1997), no. 6, 981–1003.

[11] J.-P. Gossez,Some remarks on the antimaximum principle, Rev. Un. Mat. Argentina 41(1998), no. 1, 79–83.

Pablo L. de N ´apoli: Departamento de Matem ´atica, Facultad de Ciencias Exac- tas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Pabell ´on I, (1428) Buenos Aires, Argentina

E-mail address:[email protected]

M. Cristina Mariani: Departamento de Matem ´atica, Facultad de Ciencias Ex- actas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Pabell ´on I, (1428) Buenos Aires, Argentina

E-mail address:[email protected]

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Special Issue on

Intelligent Computational Methods for Financial Engineering

Call for Papers

As a multidisciplinary field, financial engineering is becom- ing increasingly important in today’s economic and financial world, especially in areas such as portfolio management, as- set valuation and prediction, fraud detection, and credit risk management. For example, in a credit risk context, the re- cently approved Basel II guidelines advise financial institu- tions to build comprehensible credit risk models in order to optimize their capital allocation policy. Computational methods are being intensively studied and applied to im- prove the quality of the financial decisions that need to be made. Until now, computational methods and models are central to the analysis of economic and financial decisions.

However, more and more researchers have found that the financial environment is not ruled by mathematical distribu- tions or statistical models. In such situations, some attempts have also been made to develop financial engineering mod- els using intelligent computing approaches. For example, an artificial neural network (ANN) is a nonparametric estima- tion technique which does not make any distributional as- sumptions regarding the underlying asset. Instead, ANN ap- proach develops a model using sets of unknown parameters and lets the optimization routine seek the best fitting pa- rameters to obtain the desired results. The main aim of this special issue is not to merely illustrate the superior perfor- mance of a new intelligent computational method, but also to demonstrate how it can be used effectively in a financial engineering environment to improve and facilitate financial decision making. In this sense, the submissions should es- pecially address how the results of estimated computational models (e.g., ANN, support vector machines, evolutionary algorithm, and fuzzy models) can be used to develop intelli- gent, easy-to-use, and/or comprehensible computational sys- tems (e.g., decision support systems, agent-based system, and web-based systems)

This special issue will include (but not be limited to) the following topics:

Computational methods: artificial intelligence, neu- ral networks, evolutionary algorithms, fuzzy inference, hybrid learning, ensemble learning, cooperative learn- ing, multiagent learning

Application fields: asset valuation and prediction, as- set allocation and portfolio selection, bankruptcy pre- diction, fraud detection, credit risk management

Implementation aspects: decision support systems, expert systems, information systems, intelligent agents, web service, monitoring, deployment, imple- mentation

Authors should follow the Journal of Applied Mathemat- ics and Decision Sciences manuscript format described at the journal site http://www.hindawi.com/journals/jamds/.

Prospective authors should submit an electronic copy of their complete manuscript through the journal Manuscript Track- ing System athttp://mts.hindawi.com/, according to the fol- lowing timetable:

Manuscript Due December 1, 2008 First Round of Reviews March 1, 2009 Publication Date June 1, 2009

Guest Editors

Lean Yu,Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China;

Department of Management Sciences, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong;

[email protected]

Shouyang Wang,Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China; [email protected]

K. K. Lai,Department of Management Sciences, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong; [email protected]

Hindawi Publishing Corporation http://www.hindawi.com

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