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Differential Geometrical Theory of Statistics
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Entropy2016,18, 433 AUsefulComment. Let (M,D)bea locallyïŹ‚atmanifoldwhoseKValgebra isdenotedbyA. To everydualpair (M,g,D,Dg) weassign the short split exact sequence 0→ΩA2 (M)→M(D,Dg)→SA2 (M)→0 which is canonically isomorphic to the short exact sequence 0→M(g,D,Dg)→M(D,Dg)→SA2 (M)→0. WehavealreadydeïŹned thegeometric invariant r(D)=dim(H2τ(A,R))−b2(M). Weobserve that the integern(D) is abyproductofmethodsof the informationgeometrywhile r(D) is a byproductofhomologicalmethods.However the split short exact sequence (****) leads to the equality n(D)= r(D). Here is a straight consequenceof the theoremwe justproved. Proposition7. Everyodd-dimensionalmanifoldMwithn(M)>0admitsageodesic symplectic foliation. Thedualistic relationofAmarihasanothersigniïŹcant impactonthedifferential topology. DeïŹnition35. Weconsideradualpair (M,g,∇,∇∗). Letψ∈M(∇,∇∗). (1) Theg-symmetricpart ofψ,ψ+ isdeïŹnedby g(ψ+(X),Y)= 1 2 [g(ψ(X),Y)+g(X,ψ(Y))]. (2) Theg-skewsymmetricpart ofψ,ψ− isdeïŹnedby g(ψ−(X),Y)= 1 2 [g(ψ(X),Y)−g(X,ψ(Y))]. Theorem11. Let(M,g,∇,∇∗)beadualpairwhere(M,g) isapositiveRiemannianmanifold.Letψ∈M(∇,∇∗). (1) Theg-symmetricpartψ+ is anelementM(∇,∇∗)whose rank is constant. (2) Wehave theg-orthogonaldecomposition TM=Ker(ψ+)⊕ im(ψ+). (3) If both∇and∇∗ are torsion free thenKer(ψ+)and Im(ψ+)are completely integrable. ADigression. Werecall that a statisticalmanifold is a torsion freedualpair (M,g,∇,∇∗). If thevector spaceM(∇,∇∗) isnon-trivial then itplaysanoutstandingrole in thedifferential topologyofM.WedeïŹneacanonicalmapof M(∇,∇∗) in the categoryof2-websby M(∇,∇∗) ψ→Ker(ψ+)⊕ im(ψ+). 186
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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