Seite - 19 - in Differential Geometrical Theory of Statistics
Bild der Seite - 19 -
Text der Seite - 19 -
Entropy2016,18, 370
Hamiltonians, respectively, the smooth functions f andgonthemanifoldM.The function f remainsconstant
oneach integral curveofXg if andonly if g remainsconstantoneach integral curveofXf.
Proof. Thefunction f is constantoneach integral curveofXg if andonly if i(Xg)df=0, sinceeach
integral curveofXg is connected.Wecanuse thePoissonbracket, evenwhenM isapresymplectic
manifold, since thePoissonbracket of twoHamiltoniansonapresymplecticmanifold still canbe
defined. Sowecanwrite
i(Xg)df={g, f}=−{f,g}=−i(Xf)dg .
Corollary2 (ofNoether’sTheoreminHamiltonianFormalism). Letψ :G→A1(M)beaHamiltonian
actionof afinite-dimensionalLie algebraG onapresymplectic or symplecticmanifold (M,ω), or onaPoisson
manifold (M,Λ), and let J : M→G∗ be amomentummapof this action. LetXH be aHamiltonianvector
field onMadmitting asHamiltonian a smooth functionH. If for eachX∈Gwehave i(ψ(X))(dH) = 0,
themomentummap J remainsconstantoneach integral curveofXH.
Proof. Thisresult isobtainedbyapplyingTheorem5tothepairsofHamiltonianvectorfieldsmade
byXH andeachvectorfieldassociatedtoanelementofabasisofG.
5.5. SymplecticCocycles
Theorem6 (J.M.Souriau [14]). LetΦbe aHamiltonianaction (either on the left or on the right) of aLie
groupGonaconnected symplecticmanifold (M,ω)and let J :M→G∗ beamomentummapof this action.
There exists anaffine actionA(either on the left or on the right) of theLie groupGon thedualG∗ of itsLie
algebraG such that themomentummap J is equivariantwith respect to theactionsΦofGonMandAofGon
G∗, i.e., such that
J◦Φg(x)=Ag◦ J(x) for all g∈G , x∈M .
TheactionAcanbewritten,withg∈Gandξ∈G∗,⎧⎨⎩A(g,ξ)=Ad
∗
g−1(ξ)+θ(g) ifΦ is anactiononthe left,
A(ξ,g)=Ad∗g(ξ)−θ(g−1) ifΦ is anactiononthe right.
Proof. LetusassumethatΦ isanactiononthe left. ThefundamentalvectorfieldXM associatedto
eachX∈G isHamiltonian,with the function JX :M→R, givenby
JX(x)= 〈
J(x),X 〉
, x∈M ,
asHamiltonian. Foreachg∈G thedirectimage(Φg−1)∗(XM)ofXMbythesymplecticdiffeomorphism
Φg−1 isHamiltonian,with JX◦Φg asHamiltonian.Aneasycalculationshowsthat thisvectorfield is
the fundamentalvectorfieldassociatedtoAdg−1(X)∈G. The function
x → 〈J(x),Adg−1(X)〉= 〈Ad∗g−1◦J(x),X〉
is thereforeaHamiltonianfor thatvectorfield. Thesetwofunctionsdefinedontheconnectedmanifold
M,whichbothareadmissibleHamiltonians for thesameHamiltonianvectorfield,differonlybya
constant (whichmaydependong∈G).Wecanset, foranyg∈G,
θ(g)= J◦Φg(x)−Ad∗g−1◦J(x)
andcheck that themapA : G×G∗→G∗defined in the statement is indeedanaction forwhich J
isequivariant.
Asimilarproof,withsomechangesofsigns,holdswhenΦ isanactionontheright.
19
Differential Geometrical Theory of Statistics
- Titel
- Differential Geometrical Theory of Statistics
- Autoren
- Frédéric Barbaresco
- Frank Nielsen
- Herausgeber
- MDPI
- Ort
- Basel
- Datum
- 2017
- Sprache
- englisch
- Lizenz
- CC BY-NC-ND 4.0
- ISBN
- 978-3-03842-425-3
- Abmessungen
- 17.0 x 24.4 cm
- Seiten
- 476
- Schlagwörter
- Entropy, Coding Theory, Maximum entropy, Information geometry, Computational Information Geometry, Hessian Geometry, Divergence Geometry, Information topology, Cohomology, Shape Space, Statistical physics, Thermodynamics
- Kategorien
- Naturwissenschaften Physik