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Entropy2016,18, 386 Foreachtemperatureβ, elementof theLiealgebrag, Souriauhas introducedatensor Θ˜β, equal to thesumof thecocycle Θ˜andtheheatcoboundary(with [.,.] Liebracket): Θ˜β(Z1,Z2)= Θ˜(Z1,Z2)+ 〈 Q,adZ1(Z2) 〉 with adZ1(Z2)= [Z1,Z2] (29) This tensor Θ˜β has the followingproperties: • Θ˜(X,Y)= 〈Θ(X),Y〉where themapΘ is theone-cocycleof theLiealgebragwithvalues ing∗, withΘ(X)=Teθ(X(e))where θ theone-cocycleof theLiegroupG. Θ˜(X,Y) is constantonM andthemap Θ˜(X,Y) : g×g→ isaskew-symmetricbilinear form,andiscalled the symplectic cocycle ofLie algebragassociatedto themomentmap J,with the followingproperties: Θ˜(X,Y)= J[X,Y]−{JX, JY}with {., .} PoissonBracketand J theMomentMap (30) Θ˜([X,Y] ,Z)+Θ˜([Y,Z] ,X)+Θ˜([Z,X] ,Y)=0 (31) where JX linear application from g to differential function on M: g→C∞(M,R) X→ JX and the associateddifferentiableapplication J, calledmoment(um)map: J :M→ g∗ suchthat JX(x)= 〈J(x),X〉 , X∈ g x → J(x) (32) If insteadof Jwetake the followingmomentmap: J′(x)= J(x)+Q , x∈M whereQ∈ g∗ is constant, thesymplecticcocycleθ is replacedbyθ′(g)= θ(g)+Q−Ad∗gQ where θ′−θ =Q−Ad∗gQ is one-coboundaryofGwithvalues in g∗. Wealsohaveproperties θ(g1g2)=Ad∗g1θ(g2)+θ(g1)andθ(e)=0. • Thegeometric temperature,elementof thealgebrag, is in the thekernelof the tensor Θ˜β: β∈Ker Θ˜β, suchthat Θ˜β(β,β)=0 , ∀β∈ g (33) • Thefollowingsymmetric tensorgβ,definedonallvaluesof adβ(.)= [β, .] ispositivedefinite: gβ([β,Z1] , [β,Z2])= Θ˜β(Z1, [β,Z2]) (34) gβ([β,Z1] ,Z2)= Θ˜β(Z1,Z2) , ∀Z1∈ g,∀Z2∈ Im ( adβ(.) ) (35) gβ(Z1,Z2)≥0 , ∀Z1,Z2∈ Im ( adβ(.) ) (36) where the linearmap adX ∈ gl(g) is the adjoint representation of the Lie algebra gdefined by X,Y∈ g(=TeG) → adX(Y)= [X,Y], and the co-adjoint representation of the Lie algebra g the linearmap ad∗X ∈ gl(g∗)which satisfies, for each ξ ∈ g∗ and X,Y ∈ g:〈ad∗X(ξ),Y〉 = 〈ξ,−adX(Y)〉These equations are universal, because they are not dependent on the symplectic manifoldbutonlyonthedynamicalgroupG, thesymplecticcocycleΘ, the temperatureβand theheatQ. Souriaucalledthismodel“Liegroups thermodynamics”. Wewillgive themaintheoremofSouriaufor this“Liegroupthermodynamics”: Theorem1(SouriauTheoremofLieGroupThermodynamics).LetΩbe the largest openproper subset of g,Lie algebraofG, such that M e−〈β,U(ξ)〉dλand M ξ ·e−〈β,U(ξ)〉dλare convergent integrals, this setΩ is convexand is invariantunder every transformationAdg(.),where g →Adg(.) is theadjoint representationof G, such thatAdg=Teigwith ig : h → ghg−1 . Let a :G×g∗→ g∗ auniqueaffineaction a such that linear 63
zurĂźck zum  Buch Differential Geometrical Theory of Statistics"
Differential Geometrical Theory of Statistics
Titel
Differential Geometrical Theory of Statistics
Autoren
FrĂŠdĂŠric 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
SchlagwĂśrter
Entropy, Coding Theory, Maximum entropy, Information geometry, Computational Information Geometry, Hessian Geometry, Divergence Geometry, Information topology, Cohomology, Shape Space, Statistical physics, Thermodynamics
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Differential Geometrical Theory of Statistics