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ø ÔZÚÛá)Õ0ááà7ë ç7Ó¥ÚÛÝ]Öoæ7ݪÒá)ÖZÝÓÒòäâÛà^æÒç^Õáá cßÕ0ÚÛâUÒò7Õë áÚ©Ö ÔZÚÛäÔ
Á
o
s(1, 0, N − 1)
MXIS
s(0, 1, N − 1)
S"DXIHJA.DrAGIDr>"AB$@$B$ATlS"DOB$YjDKSlnO.HJcæAG"B L
u0 = 0
à7ÖªÓ¥Ú©âWÓ¥Ô7Òç^Õáá)áäÝ0Ù¥Ò2ÚÛáÙ¥ÒÕ0äÔZÒfæsî
@ HJAA.DOTjz
U (` {i}) = qi u(s(1, 0, N − 1)) + (1 − qi )u(s(0, 1, N − 1)).
]nAGIDbLA>IS"DXhAtMXILP|DO.LB$A.Dc PRGIDXAGIDrAP|HQB$A.Dc
2)
MXIS
s(0, 2, N − 2)
AGIDnHJ@$@ HPRB$X"i
L
i
MXIS
j
zJ@ DMYhB$X"i
LsMO.DFKHJOO.DKFA@$TkMXILP}DO.DKS:z
N −2
B$A.Dc
L>"XMXILP|DO.DKS:zhLGID|ijDA.L
s(1, 1, N − 2)
s(2, 0, N −
PRGIDXLGIDrijDA.LRHJXIDrB$A.Dc,PRO.HJX"i
PRGIDXVLGIDyijDA.LvHJAGPRO.HJX"iI\¿è¬`bGIDQCMKTjH:LWMXISC"O.HJvMv"B$@$B$AB DKLNMO.DQiZB$YjDXB$X
AMv"@ D
«[FKHJO.DWMXISqé!O.HJvMv"B$@$B$AT «[FKHJO.D
é!O.HJvMv"B$@$B$AT
s(2, 0, N − 2)
q i qj
s(0, 2, N − 2)
(1 − qj )(1 − qi )
s(1, 1, N − 2)
PRGIDO.D
qi
MXIS
qj
qi (1 − qj ) + (1 − qi )qj
MO.D}AGIDbC"O.HJvMv"B$@$B$AB DKLHn3ijDAAB$X"iAGID}OB$iZGpA|MXILP}DO!A.HuB$A.Dc
`bG"B L{@ HJAA.DOTlceMTkv8DrPROB$AA.DX?MJL
L
i
MXIS
j
O.DKLCDKFAB$YjD@$Tj\
` {i, j} = qi ◦ [qj ◦ s(2, 0, N − 2) ⊕ (1 − qj ) ◦ s(1, 1, N − 2)] ⊕ (1 − qi ) ◦ [qj ◦ s(1, 1, N − 2) ⊕ (1 − qj ) ◦ s(0, 2, N − 2)] . `bGID>"AB$@$B$ATwS"DOB$YjDKSknO.HJc¶AG"B LR@ HJAA.DOTkB L
U (` {i, j}) = qi qj u(s(2, 0, N − 2)) + (qi (1 − qj ) + (1 − qi )qj )u(s(1, 1, N − 2)) + (1 − qi )(1 − qj )u(s(0, 2, N − 2)). «hB$cQB$@~MO@$Tjz"B$XMXD"McêPRB$AG
L(N )
N
B$A.Dc
L{MXhTlL>"vILDAbHn"XISw@ HJAA.DOB DKLRB$XqMXDIMcæPRB$AG
@ HJAA.DOTjz[S"DXIHJA.DKSvpT PRB$AGqAP|HeB$A.Dc
` {0}
LbB L{M@ L.HQMyFKHJcQC8HJ>"XISk@ HJAA.DOTj\Ì0DA
N
B$A.Dc
zpPRG"B F.GkFKHJOO.DKLCHJXIS"LA.HdHJcQB$AAB$X"iNM@$@B$A.Dc
LRB$XIF@$>ISgB$X"iMyS"DijDXIDOMA.D
L\!¢IHJO|DIMcQC"@ DZzpB$XkMXeDIMc
LzgAGIDL.DA{HntM@$@FKHJcQCHJ>"XISw@ HJAA.DOB DKL{B L
L(N ) = {` {0} , ` {1} , ` {2} , ` {1, 2}} , AGMAB LzJAGID}S"DijDXIDOMA.DR@ HJAA.DOTdPRG"B F.G
FKHJOO.DKLCHJXIS"LIS"DXpAQFGIHhHZL.DKLNAGIDlvDKLAdFKHJcQCHJ>"XIS¥@ HJAA.DOTVB$X
L\
L(N ) ë
¢IHJOceM@$@$TjztLGIDceMgB$cQB$DKLyAGID
DgCDKFA.DKSw>"AB$@$B$ATwHYjDOoAGIDL.DA{HntM@$@0C8HZLLB$v"@ DFKHJcQC8HJ>"XIS@ HJAA.DOB DKL
max U (`)
£
` ∈ L(N ) `bG"B LeC"O.HJv"@ DcìL.>"cQceMOB$DKLHJ>"OMJLL>"cQC"AB HJXILHJXaLA>IS"DXpA.L|vDGMKY[B HJO\ãbDOXMO.S"Hã ( Z Zí î
Ñ=ÚíÓ¥ÔZÝ0à7ÓâÛÝ]áá)Ý0ß,ã0ÒÖZÒÙÕ0âÛÚíÓOÞ Ò2Õ0ááà7ë Ò»Ó¥Ô^Õ~Ó4Õ0âÛâHÚíÓ¥Òë á ÞÚÛÒâ©æÓ¥Ô7Òá¥Õ0ë ÒçZÕfÞQÝ sáî o
Â
Ó
MXIS
}>"OijHZL{£Z¤Z¤Á
MO.DbAGIDbHJX"@$TdHJAGIDOMAA.DcQC"A.LtAGMA!P|Db[XIHP¨Hn8MA!c H[S"D@$B$X"iLA>IS"DXpA.LvDGMKY[B HJO!B$X cd>"@$AB$C"@ DEF.GIHJB FKDbA.DKLA\IS"DXpA.L"OijHZLo£Z¤Z¤Á >IL.DKLC"O.HZL.C8DKFAAGIDKHJOTNA.HsCHZLA>"@~MA.D{Ms>"AB$@$B$AT n>"XIFAB HJXqAGMArMJL.LB$iZXILsSgBDO.DXhAsYZM@$>IDKLoA.H @ HZL.DKLsMXISqipMB$XIL\RsHP|DYjDOz3XIDB$AGIDOuHn!AGIDKL.DNM>"AGIHJO.L A.DKL.A.DKSwAGIDB$OsMJL.L>"cQC"AB HJXILoDcQC"B$OB FM@$@$Tj\ `HmiZB$YjD?LCDKFB¹FqFKHJXpA.DXhAA.HVAG"B LeipMcdv"@$B$X"ifB$XhA.DOC"O.DAMAB HJX¬HnrB$A.Dc LFKHJOB$X"i
O>"@ DAGMA{CDXM@$B$DKL{nHJORPRO.HJX"ijLz
MN@ HJAA.DOT
\tïoXIS"DOoAG"B LoL.FKHJOB$X"i
O>"@ DdMXILP|DOB$X"ilHJX"@$TlB$A.Dc
i
B L
â
XqAG"B LuFMJL.DZz3PRB$AGqC"O.HJvMv"B$@$B$AT
1 − qi
S2
Lzb@ DAe>ILeFKHJXIL.B S"DOeAGID
L.GIDB$XIF>"O.LRAGIDCDXM@$AT
`bGIDRO.DP}MO.S
qi ◦ 1 ⊕ (1 − qi ) ◦ −
qi
AGIDdLA>IS"DXpArijDA.LrM
1 M −1
.
L.FKHJO.DdHnHJXIDWCHJB$XpArMXISqPRB$AGxC"O.HJvMv"B$@$B$AT
1 M −1 .
nHJOHJcQB LLB HJXILtL.FKHJOB$X"iO>"@ D{GMJL|MrLB$cQB$@~MOtB$XhA.DOC"O.DAMAB HJX0\ïsXIS"DO
GMJL}ML>"O.D{CMKTjH
S3
AGID{LA>IS"DXhA
\ N Bn0LGIDsS"HhDKLXIHJA}MXILP}DO}MXpTQB$A.DczhAGMAB LzjBn0LGID{FGIHhHZL.DKLAGID{@ HJAA.DOT ` {0} M
ãGIDXkAGIDsL.A>IS"DXpAoMXILP}DO.LbB$A.Dc LGIDs@ HZL.L.DKL}AGIDrL>"O.DsO.DP}MO.SlnHJORHJcQB$AAB$X"i 1 \!]nLGIDuijDA.L}AGID i M OB$iZGhAoMXILP|DOsLGIDuipMB$XIL{MyL.FKHJO.DrHn
i
1
B LsMy@ HJAA.DOT
MXISlBn"@ DKLNMO.DkøáÝùZáÜßJÞú.ùJûû_ümÜ.ýÙhÞþùJû ÜØáBnbAGIDTmM@$PbMKTgLWB$XISg>IFKDeAGID v8DGMYhB HJOoB$X?MNOMAB HJXM@5DIMcæAMjDOdMXqDgC8DKFA.DKS>"AB$@$B$ATkceM[B$cQB$DO XwAG"B LRCMCDO{P|DWF.GIDKF.kPRGIDAGIDO
S2
MXIS
S3
LMc
D
\
MO.DDKh>"B$YJM@ DXhAoHJO{XIHJA{>"XIS"DOoSgB:DO.DXpAoOB LC"O.DnDOE
DXIFKDKLsMXISDKLAMv"@$B LGYZMOB HJ>ILRO.DKL>"@$A.LsHJXwAGIDLAOMA.DiZB FDKh>"B$YZM@ DXIFKDHnLFKHJOB$X"i
O>"@ DKL\
ÿ:*
0ÇI2"O.DZzCDXM@$B$KB$X"ilPRO.HJX"ijLuMXISqO.DP}MO.SgB$X"iwHJcQB$A.Lz
MJLoS"D¹IXIDKSwB$XAGIDrC"O.DY[B HJ>ILoL.DKFAB HJX0zMO.DXIHJARB$XijDXIDOM@LAOMA.DiZB FM@$@$TDKh>"B$YJM@ DXhA\
ö tö ô;õôö3ó
÷
S2
MXIS
S3
MO.DXIHJAsLAOMA.DiZB FM@$@$TwDKp>"B$YZM@ DXpARnHJO{OB LkMKYjDO.L.DdD"McæAMjDO.L\
`5HeLGIHP½AG"B LzIB$A{B LsL>gÀeFB DXpArA.Hy¹IXISxMX?DIMcQC"@ DWPRGIDO.DNMQOMAB HJXM@5DIMc,AMjDOuP|HJ>"@ S?vDGMKYjD SgB:DO.DXpA@$Tq>"XIS"DO AB$YjDKLz
M = 2,
S2
AGMXq>"XIS"DO
S3 .
HJXILB S"DOMXUD"Mc©PRB$AGxHJXIDdB$A.Dcz
MkLA>IS"DXhAPRB$AGYJM@$>MAB HJX
ijDAAB$X"iqAGIDyOB$iZGpAdMXILP}DO\yoXILP}DOB$X"iAG"B LDIMcB LMl@ HJAA.DOT MJL
S2
\"XIS"DO
PRG"B$@ DRHJcQB$AAB$X"iWThB D@ S"LMrL.>"O.D|CMTjHHn 1 \5ïsXIS"DO √ 2 >"AB$@$B$ATenO.HJc¶MXILP|DOB$X"ieB Lb@ HP|DOoAGMXwAGMAbnO.HJcæHJcQB$AAB$X"i Bn
l3 = [qi ◦ 1 + (1 − qi ) ◦ 0]
uHP}DYjDOz>"XIS"DO
AP}HlM@$A.DOXME
√ z:PRB$AG MXISUC"O.HJvMv"B$@$B$AT Hn a+s a ≥ N, qi
u(s) =
PRG"B$@ DbHJcQB$AAB$X"irT[B D@ S"LMsL>"O.D|CMKTjHkHnDO.Ho>"XIS"DO
N = 1,
MeOMAB HJXM@DIMcAMjDOs¹IXIS"LM
qi
S3
FMXyv8DPROB$AA.DX
AGIDRD[CDKFA.DKS
S2 , √ √ a + 1 + (1 − qi ) a − 1 < a.
G"B$iZGIDOrDgCDKFA.DKSq>"AB$@$B$ATnO.HJcÍMXILP}DOB$X"ikBn
S3 q √ √ AyB LyDMJLTVA.HxYjDOBnTmAGMAynHJO MXIS vHJAG qi a + 1 + (1 − qi ) a > a + 12 . a = 1 qi = 0.6 Ã
B$XIDKh>M@$B$AB DKL}GIHJ@ S:\!¢MJFB$X"iyAG"B L|DIMcz[AGIDsL.A>IS"DXpA}P|HJ>"@ SkHJcQB$A|>"XIS"DO `bG"B LoLGIHP{LoAGMA{AGIDAP}H
L.FKHJOB$X"i
DLAOMA.DiZB FM@$@$TwDKh>"B$YJM@ DXhA\
ö tö ô;õôö3ó
`5HqLGIHP
÷R¢IHJOsMNOB L.XID>"AOM@DIMcQB$XIDKDZz
AG"B Lz5B$AWB LWXIDKFKDKL.LMOTUA.HC"O.HYjD
DwS"DKFB LB HJX¦>"XIS"DO
FGIHhHZLDo@ HJAA.DOT AGMAoB L
DB$AGIDO
nHJO{M@$@
MXIS
S3
MO.DLAOMA.DiZB FM@$@$TwDKp>"B$YZM@ DXpA\
HnsAGIDwL.FKHJOB$X"iO>"@ DKL\fïsXIS"DO
S2
z|M?OB LfXID>"AOM@oLA>IS"DXpAQP}HJ>"@ S
X
qi` s`2i ≥
zgPRGIDO.D
s`2i
0
X
¡
0
qi` s`2i
MO.DrAGIDL.FKHJO.DKLR>"XIS"DO
S2
MJL.L.H[FB~MA.DKSUC"O.HJvMv"B$@$B$AB DKLdHn}AGIHZL.DQHJ>"A.FKHJc
X
qi`
i
`0 ∈ L(N ).
ïuLB$X"iq (
M −1 ` N + s2i M M
HntM@$@:C8HZLLB$v"@ DrHJ>"A.FKHJc DKLzLHAGMA
i
nHJOoM@$@
`0 ∈ L(N ).
P
LDKDc
≥
qi` s`3i ≥
X
qi` s`3i ,
i
0
S2
MXIS
S3
S3 .
` i qi
DB$Xw@ HJAA.DOT
=1
\
MXIS
`
HJXISgB$AB HJXa ¡
B L
M − 1 `0 N + s2i , M M
0 qi`
0
i
XqP|HJO.S"Lz"AGIDWLA>IS"DXpAsP|HJ>"@ SqFGIHhHZLD@ HJAA.DOT
MXISqHJX"@$TBn!LGIDrP|HJ>"@ S?F.GIH[HZL.DB$AR>"XIS"DO «[FKHJOB$X"iO>"@ DKL
X
P}DFMXPROB$A.D
X
i
DKh>"B$YZM@ DXpA{A.H
nHJOoM@$@
AGID
PRGIDXIDYjDObB$A.L}D[CDKFA.DKSeCMTjHqB LbMA|@ DMJLARMJL|G"B$iZGkMJL|AGMA}Hn5MXhTeHJAGIDO}@ HJAA.DOTjz
`
`0 ∈ L(N )
MO.DyAGID
S2
AGMAyMwOB LUXID>"AOM@|L.A>IS"DXpANP|HJ>"@ SM@$P}MKTgLdceMjD
i
S3 .
O>"@ DKLuMO.DrXIHJA{B$XwijDXIDOM@5L.AOMA.DiZB FM@$@$TkDKh>"B$YZM@ DXpA\
qi`
MXISlMXILP}DO|>"XIS"DO
>"O}L.DKFKHJXISlO.DKL>"@$AbLAMA.DKL}AGMA|nHJORMCMOAB F>"@~MObAThCDsHn0OB L.MAAB$A>IS"DZz[AGIDsAP|HyL.FKHJOB$X"iNO>"@ DKL
vDKFKHJc
LMc
S2
`
B$XAGIDWL.DA
L(N )
>"XIS"DO
`bG"B LoFKHJcQC"@ DA.DKL{AGIDC"O.H[HnHn!DKh>"B$YJM@ DXIFKDZ\
MO.DWDKh>"B$YZM@ DXpA{nHJOoOB L.lXID>"AOM@LA>IS"DXhA.L\{uHP|DYjDOzDgC8DOB$c
A.HB$XISgB FMA.DsAGMALA>IS"DXhA.L}S"HXIHJA}M@$P}MT[L|vDGMKYjDsB S"DXpAB FM@$@$T
Bn
S2
DXhA.L
>"XIS"DO|AGID{AP}HWL.FKHJOB$X"idO>"@ DKL\
>"ORCHJB$XpAoB LbAGMAROB LC"O.DnDO.DXIFKDKLRceMTlGMYjDvDKDXkSgB L.cQB L.L.DKSMJL HJAGIDORCILTgF.GIHJ@ HJiZB FM@nMJFA.HJO.L
B$XwAGIDWD[CDOB$c X
S3∗
DXpA.LsS"DKLB$iZXIDKSwA.H
DYZM@$>MA.D
MXIS
S3
\
AG"B L|CMCDOtP|DsC"O.HJC8HZLDoMXIHJOceM@$B$MAB HJXkHn:AGIDoL.FKHJOB$X"idO>"@ DKL
\`bGIDKL.DrXIHJOceM@$B$DKSO>"@ DKLuMO.DMJLbnHJ@$@ HP{L
S2∗
=
S3∗ PRGIDO.D
p =
B LWAGIDCDXM@$ATj\ 1 M −1
XIDipMAB$YjDqYJM@$>IDKL\¨»sHJAB FKDAGMA h>IDKLAB HJXILR>"XMXIL.P|DO.DKS:\
ö tö ô;õôö3ó
¢HJO
S2
S2∗
MXIS
S3∗
â
S2∗
MXIS
S3∗
S2∗
S2∗
MXIS
r − pw +p N
1 = N MXIS
S3∗
r+
S2
MXIS
S3 ,
S"DXIHJA.DKS
MXIS
1 , 1+p
p o , 1+p
@$B DB$X¥AGIDe>"X"B$ANB$XpA.DOYZM@]z!PRGIDO.DMJL
S3∗
S2∗
S2
ceMTmAMjD
MJLLB$iZXaMUCHZLB$AB$YjDL.FKHJO.DkA.HVD"McQB$XIDKDKL@ DMKY[B$X"ifM@$@
MO.DLAOMA.DiZB FM@$@$TwDKp>"B$YZM@ DXpA{nHJOsM@$@:AThCDKL{HnOB LlC"O.DnDO.DXIFKDKL\
A.Hv8DRLAOMA.DiZB FM@$@$T
DKh>"B$YZM@ DXpAAGIDoLA>IS"DXpAL.GIHJ>"@ SeF.GIH[HZL.DRAGIDoLMc
A.HUMXILP}DOd>"XIS"DOyAGIDAP|HUL.FKHJOB$X"ixO>"@ DKLz"AB HJX¥A.H?C"O.HJv"@ Dc Ä
£
DRL.DAHnB$A.Dc
B LNAGIDLMc
DZ\?¢IHJO
L
AGMAbP}DLB$cQC"@$TeGMYjDrA.HNL.GIHPAGMAbAGIDL.DA AP|H
L(N )
B LbB S"DXpAB FM@:>"XIS"DO
S2∗
MXIS
S3∗
\5
mDS"HNAG"B L}B$X
L.A.DCIL\!¢"cWvDOuHn!B$A.Dc
LsB$XqAGIDdD"Mc¶B LuDKh>M@0A.H
OB$iZGhA.LoC"@$>ILsPRO.HJX"ijL
C"@$>ILoHJcQB$A.L{P|DGMKYjDAGMA
S2∗
=
r − pw +p N
1 = 1+p
r − p(N − r − o) +p N
1 1+p
p r + 1+p o (1 + p)r + po = = S3∗ , = N (1 + p) N
LHeCMTjHLMO.DQM@ L.HlB S"DXpAB FM@!>"XIS"DOvHJAGUL.FKHJOB$X"ikO>"@ DKL\`bG"B LrFKHJcQC"@ DA.DKLAGIDNC"O.HhHn}Hn|DKp>"B$YZME @ DXIFKDZ\ `bGIDXIHJOceM@$B$DKSyL.FKHJOB$X"isO>"@ DKL
S2∗
MXIS
S3∗
P|HJ>"@ SyM@$@ HPAGIDDgCDOB$c
DXpA.DOA.H{B L.HJ@~MA.D|AGIDD:DKFA
Hn0CIL.T[FGIHJ@ HJiZB FM@n]MJFA.HJO.LtnO.HJcäAGMA|Hn0OB LQC"O.DnDO.DXIFKDKL|L.B$XIFKDoAGIDTQB$XISg>IFKDsAGIDoLMc OMAB HJXM@IS"DXpA.L\}n!LA>IS"DXpA.LuS"HQXIHJA{vDGMKYjDWB S"DXpAB FM@$@$TB$XAGIDdD[CDOB$c
Dov8DGMYhB HJO}B$X
DXpAzAGIDX?SgB:DO.DXIFKDKL
B$XwvDGMKY[B HJOuMO.DSg>IDA.HyCILT[FGIHJ@ HJiZB FM@0n]MJFA.HJO.L\
*
IÇI1:9ÉsÇI-:/ZÊ"@ DKLzLH{AGMA5HJ>"O"@$A.LMO.DFKHJcQCMOMv"@ D}A.H{C"O.DY[B HJ>IL5¹IXISgB$X"ijL\ «[DKFKHJXIS:z8P}DdFKHJcQCMO.DNAGIDdO.DKL>"@$A.LuPRGIDXxLA>IS"DXhA.LsnMJFKDdXIHJOceM@$B$DKSUL.FKHJOB$X"iO>"@ DKLzA.HlS"DA.DOcQB$XID PRGIDAGIDOsSgBDO.DXIFKDKLsHJvIL.DOYjDKSkB$Xwv8DGMYhB HJOuMO.DSg>IDA.H `bG"B$O.S:zIP|DWM@ L.H
AOTA.HQS"DA.DOcQB$XIDWPRGMA{YJMOB~Mv"@ DKLoB$X I>IDXIFKDLA>IS"DXhA.LS"DKFB LB HJXqA.HQHJcQB$A{B$A.Dc
mDsFGIHZL.DoA.HdFKHJXISg>IFA{Mr¹D@ SlD[CDOB$c B$XlAGIDoDIMc
MAAB$A>IS"DKL{A.HP}MO.S"L{OB L.lHJO{HJAGIDObn]MJFA.HJO.L\
DXpAbvpTeiZOMJSgB$X"iNLA>IS"DXhA.L}>ILB$X"iNSgB:DO.DXpAbL.FKHJOB$X"iNO>"@ DKL
LbHn5MO.DiZ>"@~MORFKHJ>"O.L.DZzgL.HWAGMA|AGIDuL>"vg·DKFACHhHJ@3P|HJ>"@ SlXIHJA|B$XhAO.HhSg>IFKDMXhT
AGIDbO.DKL.>"@$A.L\5¢I>"OAGIDOc
HJO.DZzpAGIDbCMTjHlB$XQA.DOc
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SgB:DO.DXpAdnO.HJc
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`bGIDDgC8DOB$c
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LM@$B DXpAsnDMA>"O.DKLrHn!AGIDdDgCDOB$c
DXpAMO.DdLGIHPRX?B$XU`5Mv"@ D
HJ>"XhA.LdHnbc
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( \s«h>"vg·DKFA.LuP|DO.DNL.DKFKHJXISqTjDMOu>"XIS"DOE
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