Seite - 186 - in Differential Geometrical Theory of Statistics
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Entropy2016,18, 433
AUsefulComment.
Let (M,D)bea locallyïŹatmanifoldwhoseKValgebra 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.
WehavealreadydeïŹned 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 relationofAmarihasanothersigniïŹcant impactonthedifferential topology.
DeïŹnition35. Weconsideradualpair (M,g,â,ââ). LetÏâM(â,ââ).
(1) Theg-symmetricpart ofÏ,Ï+ isdeïŹnedby
g(Ï+(X),Y)= 1
2 [g(Ï(X),Y)+g(X,Ï(Y))].
(2) Theg-skewsymmetricpart ofÏ,Ïâ isdeïŹnedby
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.WedeïŹneacanonicalmapof
M(â,ââ) in the categoryof2-websby
M(â,ââ) ÏâKer(Ï+)â im(Ï+).
186
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