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Differential Geometrical Theory of Statistics
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Entropy2016,18, 433 DeïŹnition31. Adualpair is aquadruple (M,g,D,D∗)where (M,g) is aRiemannianmanifold,DandD∗ areKoszul connections inMwhichare related to themetric tensor gby Xg(Y,Z)= g(DXY,Z)+g(Y,D∗XZ) ∀X,Y,Z. Werecall thataRiemanniantensor isanondegeneratesymmetricbilinear2-form. The dualistic relation between linear connections plays a central role in the information geometry [17,18,47,48]. DeïŹnition32. Let (M,g)beaRiemannianmanifold. (1) Adualpair (M,g,D,D∗) is calledaïŹ‚atpair if the connectionDisïŹ‚at, vizR∇=0. (2) AïŹ‚atpair (M,g,D,D∗) is calledaduallyïŹ‚atpair if both (M,D)and (M,D∗)are locallyïŹ‚atmanifolds. Givenadualpair(M,D,D∗) letussetA=D−D∗.Herearetherelationshipsbetweenthetorsion tensorsTD andTD ∗ (respectively therelationshipbetweenthecurvature tensorsRD andRD ∗ ) g(RD(X,Y) ·Z,T)+g(Z,RD(X,Y) ·T)=0, g(TD(X,Y),Z)−g(TD∗(X,Y),Z)= g(Y,A(X,Z))−g(X,A(Y,Z)). Proposition3. GivenaïŹ‚atpair (M,g,D,D∗), the followingassertionsare equivalent. (1) BothDandD∗ are torsion free. (2) D is torsion free andAis symmetric, viz A(X,Y)=A(Y,X). (3) D∗ is torsion free and the metric tensor g a is KV cocycle of the KV algebraA∗ of the locally ïŹ‚at manifold (M,D∗). (4) TheïŹ‚atpair (M,g,D,D∗) is aduallyïŹ‚atpair. Proof. Letusprove that1 implies (2) IfbothTD andTD ∗ vanish identically thenA is symmetric,vizA(X,Y)=A(Y,X). Letusprove that (2) implies (3). SinceD is aïŹ‚at connection, (2) implies that both the torsion tensor and the curvature tensor of D vanish identically. Then (M,D) is a locally ïŹ‚atmanifoldwhoseKV complex is denoted by (C∗(A,R),ÎŽKV). Usingthedualistic relationof thepair (M,g,D,D∗)oneobtains the identity ÎŽKVg(X,Y,Z)= g(A(X,Y)−A(Y,X),Z)= g(TD∗(X,Y),Z), therefore (2) implies (3). Letusprove that (3) implies (4). The assertion (3) implies that (M,D∗) is a locally ïŹ‚at manifold. Since g is ÎŽKV-closed D is torsionfree. Thereby (M,g,D,D∗) isaduallyïŹ‚atpair. Letusprove that (4) implies (1). This implicationderivesdirectly fromthedeïŹnitionofduallyïŹ‚atpair. 174
zurĂŒck zum  Buch Differential Geometrical Theory of Statistics"
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
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Differential Geometrical Theory of Statistics