Inequalities and transport
Jean DOLBEAULT
Ceremade, Universit´e Paris IX-Dauphine, Place de Lattre de Tassigny,
75775 Paris C´edex 16, France
E-mail: dolbeaul@ceremade.dauphine.fr
http://www.ceremade.dauphine.fr/
edolbeaul/
Optimal transport
[Cordero-Erausquin, Gangbo, Houdr´e, Nazaret, Villani], [Agueh, Ghoussoub, Kang]
• Sobolev inequality: kfkL2∗ ≤ S k∇fkL2
• (Standard) logarithmic Sobolev inequality
• Logarithmic Sobolev inequality in W1,p(IRN)
Sobolev inequalities
kf|L2∗ ≤ S k∇fkL2
N ≥ 3. Optimal function: f(x) = (σ + |x|2)−(N−2)/2. A proof based on mass transportation:
inf
1 2λ2
Z
IRN |∇f|2 dx :
Z
IRN |f|2∗ dx = 1
= n(n−2)
2(n−1) sup
R
IRN |g|2∗(1−1n)dy − λ22 RIRN |y|2 |g|2∗dy : R
IRN |g|2∗dy = 1
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Mass transportation: basic results
µ and ν two Borel probability measures on IRN. T : IRN → IRN T#µ = ν ⇐⇒ ν(A) = µ(T−1(A)) for any Borel measurable set A.
Theorem 1 (Brenier, McCann) ∃T = ∇φ such that T#µ = ν and φ is convex.
µ = F(x) dx, ν = G(x) dx, RIRN F(x) dx = R
IRN G(y) dy = 1
∀ b ∈ C(IRN,IR+)
Z
IRN b(y)G(y)dy =
Z
IRN b(∇φ(x))F(x) dx Under technical assumptions: φ ∈ C2, supp(F) or supp(G) is convex... [Caffarelli] φ solves the Monge-Amp`ere equation
G(∇φ) det Hess(φ) = F
A proof of the Sobolev inequality
G(∇φ)−1n = ( det Hess(φ))1nF−n1 ≤ 1
n ∆φ F−1n
Z
G(y)1−n1dy ≤ 1 n
Z
G(∇φ(x))1−1n( det Hess(φ))1n∆φ dx
= 1 n
Z
F1−1n∆φ dx = −1 n
Z
∇(F1−1n) · ∇φ dx
by the arithmetic-geometric inequality. F = |f|2∗, G = |g|2∗
Z
|g|2∗(1−1n)dy ≤ −2(n − 1) n(n − 2)
Z
(f
n
n−2)∇f · ∇φ dx
n(n − 2) 2(n − 1)
Z
|g|2∗(1−1n)dy ≤ 2 λ2
Z
|∇f|2dx + λ2 2
Z
|f|2∗|∇φ|2dx by Young’s inequality. Use: R F |∇φ|2 dx = R G|y|2dy
5
A proof of the standard logarithmic Sobolev inequality
G(y) = e−|y|2/2, F(x) = f(x) e−|x|2/2, ∇φ#F dx = G dy.
e−|∇φ|2/2 det Hess(φ) = f(x) e−|x|2/2 θ(x) = φ(x) − 12 |x|2
f(x) e−|x|2/2 = det (Id + Hess(θ))e−|x+∇θ(x)|2/2
log f − |x|2/2 = −|x + ∇θ(x)|2/2 + log hdet (Id + Hess(θ))i
≤ −|x + ∇θ(x)|2/2 + ∆θ
(use log(1 + t) ≤ t). Let dµ(x) = (2π)−n/2e−|x|2/2dx.
log f ≤ −1
2 |∇θ|2 − x · ∇θ + ∆θ
Z
f log f dµ ≤ −1 Z
q
f ∇θ + ∇f
√
2
dµ + 1 Z |∇f|2
dµ ≤ 1 Z |∇f|2 dµ
Logarithmic Sobolev inequality in
W1,p(IRN)G(y) = cp,ne−
p
p−1 |y|p/(p−1)
=: f∞(y), F(x) = f(x) cp,n e−
p
p−1 |x|p/(p−1)
∇φ#F dx = G dy, dµ(x) = f∞p (x) dx f(x)e−
p
p−1 |x|p/(p−1)
= det (Hess(φ))e−
p
p−1 |x+∇θ(x)|p/(p−1)
fp(x) = f∞p (∇φ) det (Id + Hess(φ))
Z
fp log fp dµ =
Z
fp logf∞p dµ +
Z
(∆φ − n)fpdµ
Z
∆φ fpdµ = −p
Z
fp−1∇f·∇φ dµ ≤ λ−q q
Z
|f|p |∇φ|p/(p−1) + λp p
Z
|∇f|pdµ
using Young’s inequality: X = fp−1∇φ, Y = ∇f
Z
X · Y dµ ≤ λ−q
q kXkqq + λp
p kY kpp
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