ήʔϜཧ࿦#4*$ୈճ
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜ
1. ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜΛཧղ
ຊಈըͷ໨త
1. ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜ
(1)ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜͷఆٛ
(2)φογϡ‫ߧۉ‬ͷఆٛ
(3)ϑΥʔΫఆཧ
໨࣍
Infinitely Repeated Game
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜ
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜͷఆٛ


੒෼ήʔϜ 
 ϓϨΠϠʔͷू߹
 ϓϨΠϠʔͷߦಈͷू߹
 ϓϨΠϠʔͷརಘؔ਺ ͱͯ͠
 
‫܁‬Γฦ͠ήʔϜʹ͓͚Δઓུ
 ͱͯ͠
 ͱ͠
 ͱ͢Δ
͜͜Ͱ
 Λ ճ໨·Ͱͷཤྺͱ͍͏

ϓϨΠϠʔͷճ໨ͷߦಈ͸
ཤྺ Λ΋ͱʹܾఆ͞ΕΔ
͢ͳΘͪ Ͱ༩͑ΒΕΔ


͜ΕΑΓ‫܁‬Γฦ͠ήʔϜʹ͓͚ΔϓϨΠϠʔͷ७ਮઓུ͸ Ͱ༩͑ΒΕΔ
ϓϨΠϠʔͷ७ਮઓུͷू߹Λ ͱ͠
ϓϨΠϠʔશମͷઓུͷ૊ͷू߹Λ Ͱද͢
G = (N, {Si
}i∈N, {fi
}i∈N)
N
Si
i
fi
i S = S1
× ⋯ × Sn
fi
: S → ℜ
S = S1
× ⋯ × Sn
St−1 =
t−1
S × ⋯ × S S0 = {∅}
ht−1 = (s1, ⋯, st−1) ∈ St−1 t − 1
i t ht−1 xi
t : St−1 → Si
i xi
= (xi
t)∞
t=1
i X∞i
X∞
= X∞1
× ⋯ × X∞n

T → ∞
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜͷఆٛ


‫܁‬Γฦ͠ήʔϜʹ͓͚Δརಘ
ׂҾҼࢠ ͱͯ͠
 ΛׂҾརಘͱ͍͏
 Λਖ਼‫ن‬Խརಘͱ͍͏
Ҏ্ΑΓ

ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜΛ
 Ͱఆٛ͢Δ
δ, 0  δ  1
∞
∑
t=1
δt−1
fi
(st(x))
f∞i
δ (x) = (1 − δ)
∞
∑
t=1
δt−1
fi
(st(x))
G∞
(δ) = (N, {X∞i
}i∈N, {f∞i
δ }i∈N)
ແ‫ݶ‬౳ൺ‫਺ڃ‬
∞
∑
t=1
δt−1
=
1
1 − δ
φογϡ‫ߧۉ‬ͷఆٛ


ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜʹ͓͚Δφογϡ‫ߧۉ‬
 ʹ͓͍ͯ
ઓུͷ૊ ͕φογϡ‫͋Ͱߧۉ‬Δͱ͸
͢΂ͯͷϓϨΠϠʔʹ͍ͭͯ

 
G∞
(δ) = (N, {X∞i
}i∈N, {f∞i
δ }i∈N) x* = (x1*
, ⋯, xn*
) i
f∞i
δ (xi*
, x−i*
) ≥ f∞i
δ (xi
, x−i*
), ∀xi
∈ X∞i
ϑΥʔΫఆཧ


ϛχϚοΫεߦಈͱϛχϚοΫεརಘ
੒෼ήʔϜ ʹ͓͍ͯ

 
Λຬͨ͢ϓϨΠϠʔҎ֎ͷߦಈͷ૊ Λʹର͢ΔϛχϚοΫεߦಈͱ͍͏

͜ͷ ΛϛχϚοΫεརಘΛ͍͍
 Ͱද͢ ΛϛχϚοΫε఺ͱ͍͏
G
max
si
fi
(si
, ̂
s−i
) = min
s−i
max
si
fi
(si
, s−i
)
i ̂
s−i
i
max
si
fi
(si
, ̂
s−i
) vi
v = (v1
, ⋯, vn
)
̍ʘ E F G
B 
 
 

C 
 
 

D 
 
 

ϓϨΠϠʔʹର͢ΔϛχϚοΫεߦಈG
ϓϨΠϠʔͷϛχϚοΫεརಘ
ϑΥʔΫఆཧ


ϛχϚοΫεߦಈͱϛχϚοΫεརಘ
੒෼ήʔϜ ʹ͓͍ͯ

 
Λຬͨ͢ϓϨΠϠʔҎ֎ͷߦಈͷ૊ Λʹର͢ΔϛχϚοΫεߦಈͱ͍͏

͜ͷ ΛϛχϚοΫεརಘΛ͍͍
 Ͱද͢ ΛϛχϚοΫε఺ͱ͍͏
G
max
si
fi
(si
, ̂
s−i
) = min
s−i
max
si
fi
(si
, s−i
)
i ̂
s−i
i
max
si
fi
(si
, ̂
s−i
) vi
v = (v1
, ⋯, vn
)
̍ʘ E F G
B 
 
 

C 
 
 

D 
 
 

ϓϨΠϠʔʹର͢ΔϛχϚοΫεߦಈG
ϓϨΠϠʔʹର͢ΔϛχϚοΫεߦಈC
ϓϨΠϠʔͷϛχϚοΫεརಘ
ϓϨΠϠʔͷϛχϚοΫεརಘ
ϑΥʔΫఆཧ


‫ݸ‬ਓ߹ཧత
੒෼ήʔϜ ʹ͓͚Δߦಈͷ૊ ͕

 Λຬͨ͢ͱ͖
͸‫ݸ‬ਓ߹ཧతͰ͋Δͱ͍͍

 Λຬͨ͢ͱ͖
͸‫ݸ͘ڧ‬ਓ߹ཧతͰ͋Δͱ͍͏
G s = (s1
, ⋯, sn
)
fi
(s) ≥ vi
, ∀i ∈ N s
fi
(s)  vi
, ∀i ∈ N s
̍ʘ E F G
B 
 
 

C 
 
 

D 
 
 

ϓϨΠϠʔʹର͢ΔϛχϚοΫεߦಈG
ϓϨΠϠʔʹର͢ΔϛχϚοΫεߦಈC
ϓϨΠϠʔͷϛχϚοΫεརಘ
ϓϨΠϠʔͷϛχϚοΫεརಘ
‫ݸ͘ڧ‬ਓ߹ཧత	B
E
ͱ	D
F
ϑΥʔΫఆཧ


ϑΥʔΫఆཧ
੒෼ήʔϜ ͷ‫ݸ͘ڧ‬ਓ߹ཧతͳ೚ҙͷߦಈͷ૊ ʹରͯ͠
কདྷརಘͷׂҾҼࢠ͕
 
͕੒ΓཱͭͳΒ͹
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜ ͷφογϡ‫ߧۉ‬ ͕ଘࡏͯ͠
 ͕੒Γཱͭ
˒ϑΥʔΫ͸ຽؒ఻ঝͷҙຯ
͜ͷఆཧͷҙຯ͢Δͱ͜Ζ͸
ׂҾҼࢠ͕େ͖͚Ε͹
‫ݸ‬ਓ߹ཧతͳߦಈͷ૊͕φογϡ‫ʹߧۉ‬Αͬͯୡ੒Ͱ͖Δ

G s = (s1
, ⋯, sn
) ∈ S δ
δ ≥
maxti fi
(ti
, s−i
) − fi
(s)
maxti fi(ti, s−i) − vi
, ∀i ∈ N
G∞
(δ) x* = (x1*
, ⋯, xn*
) s(x*) = (s, s, ⋯)
δ
̍ʘ % $
% 
 

$ 
 

‫	͏߹͠ྗڠʹ͍ޓ‬$
$
Λ
औΓଓ͚ΔΑ͏ͳ‫͕ߧۉ‬ଘࡏ
ήʔϜཧ࿦#4*$ୈճ
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜ

‫׬‬
ήʔϜཧ࿦#4*$ୈճʹͭͮ͘
See you next timeʂ
φογϡ‫ߧۉ‬෦෼ήʔϜ‫׬‬શ‫ߧۉ‬ͷఆٛ


ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜʹ͓͚Δφογϡ‫ߧۉ‬
 ʹ͓͍ͯ
ઓུͷ૊ ͕φογϡ‫͋Ͱߧۉ‬Δͱ͸
͢΂ͯͷϓϨΠϠʔʹ͍ͭͯ

 
 Ҏ‫ޙ‬ͷ෦෼ήʔϜΛ Ͱද͢

·ͨ
೚ҙͷϓϨΠϠʔʹ͍ͭͯ
ઓུ ͕ ʹಋ͘ઓུΛ Ͱද͢
۩ମతʹ
 ΛҰͭߟ͑ͯΈΔ͜ͷཤྺͰୡ੒͞Εͨ෦෼ήʔϜ ʹ͓͍ͯ


ճ໨ͷߦಈ͸
 ճ·Ͱͷཤྺ ʹରͯ͠
 
ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜʹ͓͚Δ෦෼ήʔϜ‫׬‬શ‫ߧۉ‬
 ʹ͓͍ͯ
ઓུ ͕෦෼ήʔϜ‫׬‬શ‫͋Ͱߧۉ‬Δͱ͸

೚ҙͷճ਺ ͱ ճ·Ͱͷ೚ҙͷཤྺ ʹରͯ͠
֤ϓϨΠϠʔͷઓུ ͕ಋ͘ઓུ ͷ૊
 ͕
 ͷφογϡ‫ͳͱߧۉ‬Δ͜ͱͰ͋Δ
G∞
(δ) = (N, {X∞i
}i∈N, {f∞i
δ }i∈N) x* = (x1*
, ⋯, xn*
) i
f∞i
δ (xi*
, x−i*
) ≥ f∞i
δ (xi
, x−i*
), ∀xi
∈ X∞i
ht−1 G∞
(δ)(ht−1)
xi
∈ X∞i
G∞
(δ)(ht−1) xi
|ht−1
ht−1 = (s1, s2, ⋯, st−1) G∞
(δ)(ht−1)
t′ t′− 1 ht′−1 = (s′
1, s′
2, ⋯, s′
t′−1) (xi
|ht−1)t′(ht′−1) = xi
(s1, s2, ⋯, st−1, s′
1, s′
2, ⋯, s′
t′−1)
G∞
(δ) = (N, {X∞i
}i∈N, {f∞i
δ }i∈N) x* = (x1*
, ⋯, xn*
)
t = 1,2,⋯ t − 1 ht−1 i xi*
xi*
|ht−1
x*|ht−1 = (x1*
|ht−1, ⋯, xn*
|ht−1) G∞
(δ)(ht−1)
‫׬‬શϑΥʔΫఆཧ


ఆཧ
੒෼ήʔϜ ͷߦಈͷ૊ ͕φογϡ‫͋Ͱ఺ߧۉ‬Γ

 
Λຬͨ͢೚ҙͷߦಈͷ૊ ΛͱΔ͜ͷͱ͖
কདྷརಘͷׂҾҼࢠ͕
 
͕੒ΓཱͭͳΒ͹

ແ‫ݶ‬ճ‫܁‬Γฦ͠ήʔϜ ͷ෦෼ήʔϜ‫׬‬શ‫ߧۉ‬ ͕ଘࡏͯ͠
 ͕੒Γཱͭ


‫׬‬શϑΥʔΫఆཧ
੒෼ήʔϜ ͷ‫ݸ͘ڧ‬ਓ߹ཧతͳརಘϕΫτϧΛୡ੒͢ΔΑ͏ͳ

෦෼ήʔϜ‫׬‬શ‫ߧۉ‬ ͕ଘࡏ͠
 ͕੒Γཱͭ
ϑΥʔΫఆཧ͕
͋Δ৚݅ͷ΋ͱͰ͸෦෼ήʔϜ‫׬‬શ‫ͯؔ͠ʹߧۉ‬΋੒ཱ͢Δ	ূ໌͸#4*$Ͱ͸͠ͳ͍

G s* = (s1*
, ⋯, sn*
) ∈ S
fi
(s)  fi
(s*), ∀i ∈ N
s = (s1
, ⋯, sn
) ∈ S δ
δ ≥
maxti fi
(ti
, s−i
) − fi
(s)
maxti fi(ti, s−i) − fi(s*)
, ∀i ∈ N
G∞
(δ) x* = (x1*
, ⋯, xn*
) s(x*) = (s, s, ⋯)
G
x* = (x1*
, ⋯, xn*
) s(x*) = (s, s, ⋯)
φογϡ‫ߧۉ‬෦෼ήʔϜ‫׬‬શ‫ߧۉ‬ͷఆٛ

P1

P2

P2
%
$
%
$
%
$
̍ʘ % $
% 
 

$ 
 

ແ‫ݶ‬ճ‫܁‬ฦήʔϜ 
P1

P2

P2
%
$
%
$
%
$
੒෼ήʔϜ

P1

P2

P2
%
$
%
$
%
$

G∞
(δ)(h1) = G∞
(δ)({DD})

ゲーム理論BASIC 第20回 -無限回繰り返しゲーム-