Page - 225 - in Differential Geometrical Theory of Statistics
Image of the Page - 225 -
Text of the Page - 225 -
Entropy2016,18, 433
Bythevirtueof theLemmaofPoincaré thereexistsa local functionhj(θ,ξ)suchthat
βj=dhj.
Nowthedifferential1-form θ˜ isdefinedby
θ˜=∑
j hj(θ,ξ)dθj.
Direct calculations leadto the followingequality
Q= δKVθ˜.
Thisends theproofof (1).
Theproofof (2). WeassumethatM=[E,π,M,D,Q]hasthepropertyp∗−Exp.Wekeepthenotation
we justused.
The randomdifferential 1-form θ˜ is a (deRham)cocycle. ThereforeΘ×Ξ supports a random
functionh(θ,ξ)suchthat
θ˜=dh.
Sowehavethe followingconclusion
Q(θ(e),ξ(e))=D2h(θ(e),ξ(e)) ∀e∈EU.
Equivalentlyonegets
∂2h
∂θi∂θj =Qij.
Since M has the property p∗−Exp we choose a function h has the property p∗−EXP.
The functionsF(θ)andP(θ,ξ)aredefinedby
F(θ)= ∫
Ξ exp(h(θ,ξ))dp∗(ξ),
PQ(θ,ξ)= exp(h(θ,ξ))
F(θ) .
By thevirtueof theproperty p∗−Exp the functionP(θ,ξ)satisfies the followingrequirements
(i) PQθ,ξ) isdifferentiablewithrespect toθ,
(ii) PQ satisfies the following inequalities
0≤PQ(θ,ξ)≤1,
(iii)PQ satifies the following identity ∫
Ξ PQ(θ,ξ)dξ=1.
Thusthepair(ΘU,PQ) isalocalstatisticalmodelfor(Ξ,Ω). Thisendstheproofof(2). Thetheorem
isdemonstrated.
Thepair (ΘU,PQ) is calleda localizationofM.
Definition66. Alocalization (ΘU,PQ) is calledaLocalVanishingTheoremof [E,π,M,Q].
225
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