Proving Positive Almost-Sure Termination
Olivier Bournez, Florent Garnier
To cite this version:
Olivier Bournez, Florent Garnier. Proving Positive Almost-Sure Termination. [Intern report]
A04-R-409 —— bournez04h, 2004, 16 p. <inria-00099867>
HAL Id: inria-00099867
https://hal.inria.fr/inria-00099867
Submitted on 26 Sep 2006
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π
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µz36873FBA3=870Dµz0mEF8:´vB9¸:EFB x → x ,Gµ`º7*-,-0H´ V (x) > V (x ) Ç L3W¶ → BA01Aµz,-8:→EFB90HB´N¹0m°E=5:´d0
EF8,G8?Ï87,rBA0°¸:E=,G8
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0
n
i
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B9¸70´93FѰE=*G*-0H¿^%G,1`},$#$*.3.~,fe$30'&;/`} E[X] = P P (X > n)  ÕFÆSÇ:>:3=1Ez1EF8:¿?36µß.WEF1A,rÑ
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B
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X
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n
0
0
n
i
C
C
n
n
C
C
0
n
F
n
n
n<τ
n+1
Ei [Yn+1 |X0n ] = Ei [Yn+1 1n<τ |X0n ] + Ei [Yn+1 1n≥τ |X0n ]
= Ei [Yn+1 1n<τ |X0n ]
≤ Ei [V (Xn+1 )1n<τ |X0n ]
= 1n<τ Ei [V (Xn+1 )|X0n ]
= 1n<τ Ei [V (Xn+1 )|Xn ]
n
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n<τ
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0
i
n
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X
Pi (τ > k).
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2j#e./5U*1%I24305
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S → [0, 1]
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m
µ(i)
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1
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B901Aµ`,G8EF*?1A0HEF*-,-;HEF¹:*G04¸7,´tBA3=1A,G0m´,-8E+B9,-µz0^¶^¸:36´90Tµ`0HE=8,´*-0H´A´@B9¸:E=8 W (a)/ = V (a)/ Ç
08°
0=</EF*-*7BA¸70+¿?0H19,-.WEWBA,G368:´v´dBAEF19B9,-87·»¼1A3=µ ,-8 A 578¿?01Tº36*G,°
³ φ 190mE=°¸zB90H19µ`,-8:EF*
´tBEWB90m´N,-8¤EB9,-µ`0(¶^¸736´90Dµ`0HE=8",´TE=*-´93*-0H´A´TB9¸:E=a8 V (a)/
Ç}Ò&¸7,-´4¸736*-¿:´N»¼3614E=*G* a E=8:¿ φ Ç
Î 0(873W¶º:193W.60B9¸EWB&B9¸70(BA0H°¸78:,-Á/570(,´4°3=µ`º7*-0
BA0+»¼361&Ï:87,GB90H*G³¹:1AE=8:°¸7,-87·z´9³?´tBA0µ´HÇ
2j#q]S52E%:,$`g8
Y V4XWV4PUY \ = ~U'c3"!."!12E`a2j#&%(24*F"!$#&%('c"*1%@'),.-0/*1%I24305 #&89#&%G,1;
A = (A, →)
0 1
n
µ
φ
φ
!$')65U*.b 2E5 J^2 ee$30'l6`E`
a → µm
%>b,1'), 2j#l0%B;730#.%d]_5R2E%G, 5/;h!.,$'3 eF-02j#&%I'&24!$/%I24305#
a(
µ %
2E%Eb
P Q X Y TT GPN Y V>X N Y V(Y sT TWX ! T " \ ek]_5R2E%G,1`a8
PRN !$')65U*.b 2E5 JO~H')3"!."!12E`a2j#&%I24*h"!$#.%I')+*$%f'),.-0/*1%(24365 #&89#&%G,1;
2j# @ # %:,1'&;2E5H0%
A=
(A, →)
m m
|
2E%Eb
65U2E5KJ %>b,15%Eb,$'),^,&+2j#&%O#130;h,Oe./5U*1%(24365
V
:
A
→
R
( %
inf
V
(i)
>
−∞
(
#$36;7,
#&/*cb %>b6% e$30'h0`E` #&%:0%:,
e$30'h0`E`
2E%>b i∈A
%>b,h-0'&2 e.%2E5
> 0(
a ∈ A(
µ %
a → µ(
a
(
"*.*.30')-62E5KJl%G3
-",(]_5U,.-l!$8
µ
∆µ V (a) =
X
µ(i)V (i) − V (a)
i
#$6%(2j#>]f,&#
∆µ V (a) ≤ −.
2T³¸/³}º3FBA¸70H´9,-´H<b»¼3=1vE=*G*´tBEWB90 <=EF8¿º3=*-,-°³ <=¶40&¸:Eb.=0
Ç Î ¸708
,h ´E¤m 1A0HE=*G,-;HE=¹7*-0¸7,´dB93=1A³=<E=8:¿ φ ,´aEº36*G,°
³6<¶T0`¶^φ 1A,rBA0 T [h, φ]T [a,»¼361(φ]B9¸7<0+∞
µ`0HE=8ÉB9,-µz0
¹0»¼3=1A0Z1A0HE6°¸7,-87· ⊥ EW» BA01¸7,´dB93=1A³ h Ç
L3FBA0BA¸:EWB(»¼361(E=8}³º3=*-,°
³
<¶^¸70H8 h ,´ZEÀ1A0HEF*-,-;HEF¹:*G0873=8?ÑSB90H19µ`,-8:EF*¸7,´dB93=1A³=<¶40
φ
¸:Eb.=0
X
Ä
T [h, φ] = 1 +
φ(h)(x)T [hx, φ]
')33 e
x∈A
ÈP»@º3=*-,-°³ φ ,´ =E 19Ë63W.},-E=8<6¶40(¸:Eb.=0
<7EF8:¿¸70H8:°
0
T [hx, φ] = T [x, φ]
X
φ(h)(x)T [x, φ].
T [h, φ] = 1 +
Í
Ò&¸70(,-¿?0mEz,-´4BA3°
3=8´d,¿?014BA¸70 t¶43=1´dB +´dB91EWB90H·=³ Ç:Ò&¸:,-´´dB91EWBA0·6³°EF8¹0¹757,-*rBDE6´
»¼3=*-*G3W¶´HÛ,-8ÙEF8}³1A0HE=*G,-;HE=¹7*-0873=8?ÑSB90H19µ`,-8:EF*N¸7,-´dB93619³ Φh = a . . . a < Φ µEFº´ h BA3ÌB9¸:0
¿?,-´dB91A,-¹75?B9,-3=8 µ ¶^,rBA¸ a → µ B9¸:EFBµ`EF½?,Gµ`,G;H0H´ sup P µ(x)T [hx, φ] Ç
¯},G8°
0ZB93E=8/³À´tBA1AEFB90·6³ φ 368°HEF8¤E=´A´d3?°
,EWBA0ZE´dB91EWBA0·6³ φ ¶^,rBA¸
x∈A
0
n
BAE=Ë=0
φ
x∈A
n
0
T [hx, φ] = T [x, φ0 ]
φ0 (h0 ) = φ(hh0 )
sup
»¼3=1E=8}³190mEF*-,G;mEF¹7*-0Z873=8?ÑSB90H19µ`,-8:EF*¸:,-´dB93619³ h <
0
X
µ(x)T [hx, φ] = sup
X
µ(x)T [x, φ],
EF8:¿À¸708°
0 Φ ,-´ E=19Ë63W.},-E=8Ç
Î 0°*-E=,Gµ BA¸:EWB^BA¸7,´^,-´&,-8:¿?0H0H¿ÀB9¸:0¶T361A´dB&´dB91EWBA0·6³=<},
Ç 0=Ç
φ x∈A
φ x∈A
±
sup T [h, φ] ≤ T [h, Φ]
»¼3=1EF*-*1A0HEF*-,-;HEF¹:*G0Z873=87Ñ
BA01Aµz,-8:E=*¸7,-´dB93619³ h Ç
Ò&¸7,-´v»¼3=*-*G3W¶´»¼1936µ BA¸70^»¼3=*-*-3W¶^,G87·E=19·657µ`08/BA´HÛW»¼361TEF8}³,G8/B90H·=0H1 <=*-0
B ¹0B9¸70Z´d0B
3F»^´tBA1AEFB90·6,G0m´+B9¸:EFB°
36,G8:°,-¿70H´(¶^,GB9¸ Φ 3=8%EF*-*v¸7,´tBA3=1A,G0m´(3F»&*G0H87·FBA¸Éi*-0H´A´ZB9Φ¸EF8 i ÇD´9,G8:·
190Hº0mEWB90m¿?*-³ NÁ/5:EWBA,G368%Ä=<?3=8:0Z·60
B´4»¼3=1EF*-*,-86BA0·601 i <
φ
i
sup T [h, φ] ≤ sup T [h, φ]
»¼3=1EF*-*1A0HEF*-,-;HEF¹:*G0Z873=87Ñ
BA01Aµz,-8:E=*¸7,-´dB93619,-0H´ h 3=»@*-08:·FB9¸*-0H´A´4B9¸:E=8 i Ç
L3W¶<T´9,-8:°
0
,´BA¸70*-,Gµ`,GB3=» sup T [h, φ] ¶^¸708 i 6· 3/0m´BA3Ù,-8?Ï:87,GBt³=<
NÁ/5:EWBA,G368¤±z¸736*-¿:T´Ç[h, Φ]
L3W¶<?,-8¤E=8}³873=8?ÑSB90H19µ`,-8:EF* <7¶^,GB9¸
<
a
a→µ
P
P
µ(x)T [x, Φ] ≤ sup P
µ(x)T [x, φ]
Õ
!
≤ sup
Φ(a)(x)T
[x, φ]
P
≤
Φ(a)(x)T [x, Φ].
¶^¸701A0Ï:1´tB,G870mÁ/5:EF*-,rBt³É°
36µz0m´»¼1A3=µ B9¸70» E=°BB9¸:EFB Φ ,´E̺:E=1dBA,-°57*EF1´dB91EWBA0·=³6<B9¸:0
´d0m°
3=8¿»¼1936µßB9¸:0¿?0Ï:87,GB9,-3=8Ì3F»
<EF8:¿BA¸70B9¸:,G1¿»¼1936µÊBA¸70» E6°BBA¸:EWBDB9¸70z´d57º
3F»Ez´957µß,´E=*G¶&Eb³?´N*-0H´A´&B9¸EWB&B9¸7Φ(a)(x)
0´957µ3F»@B9¸70´957º:´HÇ
»¼3=1E=*G*´dBAEFB90 <:EF8:¿ <?¶40
Î 0E=190(¿?3=8:0=Û7,-8:¿?0H0H¿<7,G»¶T0ZBAE=Ë=0
Ë/8:3W¶B9¸EWB V ,-´873=8?ÑP870H·6EWBA,G.60=<}EF8:¿À»¼36V1(a)EF8}³ =µT¶^[a,,GB9¸ Φ]a → µ <7¶T0(¸:Eb.6a0 = 1
φ
φ∈Φi
φ∈Φi
x∈A
φ
x∈A
φ
x∈A
x∈A
P
∆µ V (a) = Px∈A µ(x)V (x) − V (a)
[x, Φ] − T [a, Φ]P
= x∈A µ(x)T
P
= −1 + ( x∈A µ(x)T [x, Φ] − x∈A Φ(a)(x)T [x, Φ])
≤ −1
¶^¸701A0ZB9¸7,-1A¿À0HÁ/5:E=*G,GBt³°
36µ`0H´4»¼1A3=µ NÁ/5:EFB9,-3=8ÌÍ?<7E=8:¿"*E=´dB^,G8:0HÁ/5:EF*-,GBt³`»¼1936µ NÁ/5:EWBA,G368
Õ:Ç
?@,1;76' L3=B90NB9¸:EFBBA¸70T1A0H´dB91A,°B9,-3=8(BA3Ï:8:,rBA0*-³¹71AE=8:°¸7,-87·D´9³?´tBA0µ´,-8BA¸70Tº:190H./,-3=5´
B9¸70H3=1A0µÊ,´m µE=8:¿7EWBA3=1A³KÛ?B9¸7,´D°HEF8̹0´9008 E6´E°3=8:´90HÁ/570H8:°
03=» 0µEF1AËÀ±:Ç:È8:¿?0H0H¿<
°
3=8´d,¿?01+B9¸:0`°3=578/BA019ÑS0½?E=µ`º7*G0EW» B90H1 1936º3/´d,GB9,-3=8 1 <°
368:´d,¿?0H190m¿ E=´ZE"º:1936¹:EF¹7,-*-,-´dB9,°
EF¹:´dB91E=°
B190m¿?5:°BA,G368Ì´d³?´dB90µ¤Ç7ÈP»BA¸701A0¶401A0(Ez»¼5:8:°BA,G368 EF8:¿Ì´93=µ`0
E=´^,-8¤B9¸70
°
3=8°
*-5:´d,-3=8À3F»º71A0.},G365:´TB9¸70H3=1A0µ¤<?E=¿7¿7,G87·E`°
368:´dBAEF8/B&,r»V870m°
0H´A´AEF1A³=<?EF8:¿À>µ05:*rBA,Gº7*-³},G8:·
¹/³ 1/ ,G»Z8:0H°
0m´9´AEF1A³=<¶40°HEF8ÞE=´A´d5:µz0 V 87368?ÑS8:0·6EFB9,-.=06<E=8:¿ = 1 pÇ L3W¶<,-8 EF8}³
873=8?ÑSB90H19µ`,-8:EF*K´dBAEWBA0 a ¶^,rBA¸ a → µ <?´d,-8:°
0+¶T0Z´d¸:3=57*¿¸:Eb.=0 ∆ V (a) ≤ −1 <}EF8:¿´9,-8:°
0
,-´4E ,G1E=°B9¸:EFBT,´ 0½?°0º?B43=8"´93=µ`0º3=,-8/B ¶^¸701A0D,GBT¸:E6´v.WEF*-570 </¶T0µ5:´dBT¸:Eb.60
µ
»¼3=1(B9¸EW B x < V (x) ≤ 0V (a) − 1 Ç LD3W¶<,r» k = xV (1, 1) <°
368:´d,¿?0H1+BA¸701 ´dB91EWB90H·=³Ì·63=,-87·
»¼1936µ
BA3 k) < (0, k − 1) <ÇHÇÇH< (0, 0) Ç V µ5:´dBD¿?0H°190mE=´90+3=»EFB*G0mE=´dB 1 EFB0HE6°¸
B91EF8:´9,r(1,BA,G3681)Ç:Ò&¸:(0,
EFB+*-0HE6¿7´&B93ÀE°
3686BA1AE6¿?,°B9,-3=8<:´d,-8:°0´tBEF19B9,-87·`»¼1A3=µ k <:3=8:0°EF8Ì8:3FB+¿?3
,rB k + 1 BA,Gµ`0m´&Ë=00Hº7,-87· V 873=8?ÑP870H·6EWBA,G.60=Ç
Ô©7_ª @ Z® d)® 6¨?®9 Ù©:®¨ f=¨ Î 0"E=1908:3W¶Ý,-8/B91A3}¿75:°
,-87·¤B9¸:0"873=B9,-3=8%3F»^º71A3=¹:E=¹7,-*G,´tBA,-°`1A0¶^1A,GB90´9³}´dB90Hµ¤Ç@)+571µ`3FBA,rÑ
.bEFB9,-3=8,´B93·60
B´93=µ`0B9¸7,-87· BA¸:EWB`°
3W.601´°
*E=´A´d,°E=* ,
Ç 0=Ç@873=87ÑSº71A3=¹EF¹7,-*G,´dB9,° (1A0¶^1A,rBA0
´d³?´dB90µ´H<?EF8:¿ÀEF*´d3 EF1AË=3W.`°¸:E=,G8:´T3W.=0H1NÏ87,rBA0´dº:E6°
0m´Ç 36,G8:·`´93:</¶40(°HEF8°
*EF,-µ B9¸:EFB
EF*-*?0
½7EFµ`º7*-0H´B9¸EWBv¸:Eb.60T¹00H8µ`3?¿?0*-0H¿z,-8*-,GB901EWBA571A0T5:´9,-87·ZÏ:87,GB90 E=19Ë63W.(°¸EF,-8:´ »¼3=1
0=Ç ·:Ç?,-8µ`3?¿?0H*rѰ¸70H°Ë},-87·`°
3=8/BA0
½}BA´(Â-ÄH²bÆ &°E=8À¹0µ`3?¿?0*-0H¿,-8ÀBA¸7,´&»¼1AE=µ`0¶43=1AËÇ
Y V4XWV4PUY MON0P V (V4TWXWV N0V4X T TWX ! " \ = ~U')3+!c+!$2E`g2j#.%I24*F'), '&2E%G,l'&/`},
%
µ
j2 #05z,1`},1;7,15% 3 e
=
T (Σ, X) × Dist(T (Σ, X)) m
]_52E%:,O#1,1%
3 e~U')3+!."!12E`a2j#&%(24*'), '&2E%:,d'&/`},$#
%
m
R
~U')3+!."!12E`a2j#&%(24*7'c,
%
'&2E%:,i#&89#&%:,$;
2j#
Ò3E^º:1936¹:EF¹7,-*-,-´dB9,°190H¶^19,GB90v´9³?´tBA0µ¡,-´E=´A´d3?°,-EFB90H¿ZEF8º:1936¹:EF¹7,-*-,-´dB9,°EF¹:´dB91E=°
B190m¿?5:°
Ñ
B9,-3=8 (T (Σ, X), → T´9³?´tBA0µß3W.601TB9¸70´90
B^3F»B90H19µ´ T (Σ, X) ¶^¸:01A0 → ,-´^¿70
Ï:870m¿
E=´+»¼3=*-*G3W¶´HÛ Î ¸708 t ∈ T (Σ, X) ,-´EÀB90H19µ¤<*-0
B P os(t) ¹0BA¸70´d0B3F»T,GBA´(º36´9,GB9,-3=8:´HÇ
>73=1
<}*-0
B ¹0+B9¸70(´957¹?B90H19µ 3=» EFBTº36´9,rBA,G368 <?E=8:¿*-0
B ¿?08:3FB90+B9¸:0
190Hº7*-E6ρ°
∈0HµzP0Hos(t)
8/BD3F»BA¸70t|´957¹?BA01Aµ EFB+º36´9,rBA,G368 ρt ,-8 t ¹}³ s ÇKÒ&ρ¸70´90
BZ3F»vEFt[s]
*-*@´957¹:´dB9,GB957B9,-3=8:´
,-´¿70873=B90H¿À¹}³ Sub Ç
XWV(PRY N XV4PUY " \ 3 l~U'c3"!."!12E`a2j#&%(24*^'), % '&2E%G, #.89#&%:,$; R 2j#
Y V4XWV4PUY
"
R
R
ρ
ρ
9#.#13W*1240%:,.-%>b,e$30`E`}3
%
2E5KJ
=@?BA
(T (Σ, X), →)
30D0,$'d%:,1'&;k#
t →R µ
2 %>b,1'),
2j# s'&/`},
#130;h,h~39#&2E%I24305
(g, M ) ∈ R6( U
#./*.b %>b6%
5 - e$30'k0`E` 0
σ ∈ Sub (
t|p = σ(g) (
t(
(
µ(t0 ) =
X
p ∈ P os(t) (
#130;h,^#./!$#&%(2E%I/%I24305
M (d).
>73=1^0½7EFµ`º7*-0=<7Ezº71A3=¹:E=¹7,G*-,´tBA,-°Z1A0¶^1A,rBA0Z1A57*-0°EF8¤¹0 y) 7→ g(a) : 1/2|y : 1/2 <
^¶ ¸701A0 g(a) : 1/2|y : 1/2 ¿?08:3FB90m´BA¸70¤¿?,-´dB91A,-¹75?B9,-3=8ö^f,r(x,
BA¸.WEF*-570 368 EF8:¿
.bE=*G5:0 1/2 3=8 y Ç?Ò&¸708 f (b, c) 1A0¶^1A,rBA0H´NB93 g(a) ¶^,GB9¸Àº71936¹:EF¹:,G*-,rBt³ 1/21/2</EF8:¿`BAg(a)
3 ¶^,rBA¸
º71936¹:EF¹:,G*-,rBt³ 1/2 Ç LD3W¶< f (b, g(a)) 1A0¶^1A,rBA0H´4BA3 g(a) ¶^,GB9¸¤º71A3=¹:E=¹7,G*-,GBt³ 1 Ç c
t0 =t[σ(d)]p
© 9® §@¨7®tªN§Êª ©7ª_ +® 9® 6¨7®d Ù©:®t¨ 6¨
Î 0873W¶ º71A3W.},-¿?0`EF8%0mÁ65:,G.WEF*-08/B3F»4B9¸:0190m´d5:*rB(B9¸EWB´AEb³}´ZBA¸:EWBE1A0¶^1A,rBA0´d³?´dB90Hµ ,-´
B901Aµ`,G8EWB9,-87·`, B9¸70H190,´^Ez190m¿?5:°
B9,-3=83=1¿?01^µ`3=8:3FB936870Z3=8¤0HE6°¸"1A0¶^1A,rBA0Z1A57*-0`ÂGÄ6< ÅbÆPÇ
2j#k~30#&2E%(2ED0,$`g8 0`a;h39#&%i#&/'),1`a8z%G,1'
PRN \ =~U')3+!."!12E`a2j#&%(24* '), '&2E%G, #.89#&%:,$;
R
%
|
2E%>b
;2E5H0%I2E5KJ2 e 05H- 305`g8 2 e %Eb,$'c,s,&+2j#&%(# #130;h,he./5U*1%(24365
V
:
T
(Σ,
X)
→
R
( %
65U-h#$36;7,
#&/*cb %Eb0%
inf i∈A V (i) > −∞ (
> 0(
%Eb,^-6'&2 e.%73 e ,c+*cb '&/`}, 2j# `},$#.# %>b65
e$36'^,c+*cbz~U')3+!."!12E`a2j#&%(24*z'), '&2E%:, '&/`},
m
%
− %>b,-0'&2 e.%
g → M ∈ R(
∆M V (g) =
M (d)(V (d) − V (g))
d
#10%I2j#E]f,&#
m -0'&2 e.%!.,$2E5 J` ,&#.#i%Eb05
e$30',."*.b%:,$'&;
∆M V (g) ≤ −.
2j#f~U'),$#1,$'&D0,.- 1! 8h#&/!&#&%I2E%(/%I24305#
− e$30'@6`E`
E2 %>b
e$36' 6`E` #&/!&#&%I2E%(/%I24305
s ∈ T (Σ, X) (
µ%
s → µ(
σ ∈ Sub (
2e
%Eb,$5
(
X
∆µ V (s) ≤ −
%Eb,-6'&2 e.%
∆σ(µ) V (σ(s)) =
#10%I2j#E]f,&#
X
µ(s0 )(V (σ(s0 )) − V (σ(s)))
s0
∆σ(µ) V (σ(s)) ≤ −
-0'&2 e.%!.,12E5KJB`},$#.#_%Eb05
2j# ~U'),$#1,$'&D0,.-B!18B*.365%:,&+%(# e$36'f,."*.bk%G,1'&;
m
−
e$30'k6`E`
2E%>b
e$30'6`E`+e./5U*1%I24305 &# 80;h!c36`
2e
T (Σ, X) (
µ %
s → µ(
f(
s 1 , . . . , sn , s ∈
∆µ V (s) ≤ −,
%Eb,$5
%Eb,-6'&2 e.%
∆f (s1 ,...,µ,...,sn ) V (f (s1 , . . . , s, . . . , sn )) =
P
µ(s0 )(V (f (s1 , . . . , s0 , . . . , sn ))
−V (f (s1 , . . . , s, . . . , sn )))
s0
#10%I2j#E]f,&#
PÈ » ,´º36´9,rBA,G.60*-³ÔEF*-µ`36´dB´d5:190H*G³B901Aµ`,G8EWB9,-87·<B9¸70H8 ¹}³ÔÒ&¸70H3=1A0µ ±:<B9¸:01A0
0
½?,-´dBA´Nm ´d36µzR04»¼578°B9,-3=8 V : T (Σ, X) → R <F¶^,GB9¸ inf V (i) > −∞ <=EF8:¿`´93=µ`0 > 0 <
´d5:°¸ÀB9¸EWBH<7»¼3=1EF*-*´dBAEWBA0 a ∈ T (Σ, X) </»¼3=1E=*G* µ ¶^,rBA¸ a → µ < ∆ V (a) ≤ −.
È8Àº:E=1dBA,-°57*EF1m<}»¼3=1 a = g <?¶40¸:Eb.=0 a → µ <:¶^¸701A0 µ(t ) = M (t ) <:E=8:¿À¸708:°0
')33 e
∆f (s1 ,...,µ,...,sn ) V (f (s1 , . . . , s, . . . , sn )) ≤ −.
i∈A
µ
0
P
∆µ V (a) = Pt0 µ(t0 )V (t0 ) − V (a)
= d M (d)(V (σ(d)) − V (a))
= ∆M V (g)
≤ −.
0
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