Page - 186 - in Differential Geometrical Theory of Statistics
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Entropy2016,18, 433
AUsefulComment.
Let (M,D)bea locallyï¬atmanifoldwhoseKValgebra isdenotedbyA. To everydualpair (M,g,D,Dg)
weassign the short split exact sequence
0âΩA2 (M)âM(D,Dg)âSA2 (M)â0
which is canonically isomorphic to the short exact sequence
0âM(g,D,Dg)âM(D,Dg)âSA2 (M)â0.
Wehavealreadydeï¬ned thegeometric invariant
r(D)=dim(H2Ï(A,R))âb2(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 relationofAmarihasanothersigniï¬cant impactonthedifferential topology.
Deï¬nition35. Weconsideradualpair (M,g,â,ââ). LetÏâM(â,ââ).
(1) Theg-symmetricpart ofÏ,Ï+ isdeï¬nedby
g(Ï+(X),Y)= 1
2 [g(Ï(X),Y)+g(X,Ï(Y))].
(2) Theg-skewsymmetricpart ofÏ,Ïâ isdeï¬nedby
g(Ïâ(X),Y)= 1
2 [g(Ï(X),Y)âg(X,Ï(Y))].
Theorem11. Let(M,g,â,ââ)beadualpairwhere(M,g) isapositiveRiemannianmanifold.LetÏâM(â,ââ).
(1) Theg-symmetricpartÏ+ is anelementM(â,ââ)whose rank is constant.
(2) Wehave theg-orthogonaldecomposition
TM=Ker(Ï+)â im(Ï+).
(3) If bothâandââ are torsion free thenKer(Ï+)and Im(Ï+)are completely integrable.
ADigression.
Werecall that a statisticalmanifold is a torsion freedualpair (M,g,â,ââ). If thevector spaceM(â,ââ)
isnon-trivial then itplaysanoutstandingrole in thedifferential topologyofM.Wedeï¬neacanonicalmapof
M(â,ââ) in the categoryof2-websby
M(â,ââ) ÏâKer(Ï+)â im(Ï+).
186
Differential Geometrical Theory of Statistics
- Title
- Differential Geometrical Theory of Statistics
- Authors
- Frédéric Barbaresco
- Frank Nielsen
- Editor
- MDPI
- Location
- Basel
- Date
- 2017
- Language
- English
- License
- CC BY-NC-ND 4.0
- ISBN
- 978-3-03842-425-3
- Size
- 17.0 x 24.4 cm
- Pages
- 476
- Keywords
- Entropy, Coding Theory, Maximum entropy, Information geometry, Computational Information Geometry, Hessian Geometry, Divergence Geometry, Information topology, Cohomology, Shape Space, Statistical physics, Thermodynamics
- Categories
- Naturwissenschaften Physik