Page - 92 - in Differential Geometrical Theory of Statistics
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Entropy2016,18, 386
⎧⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎨⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎪⎩ κ= [
κ1 κ2
0 0 ]
∈G
η= [
η1 η2
0 0 ]
∈ g∗
n= [
n1 n2
0 0 ]
∈ g ⇒ ⎧⎪⎪⎨⎪⎪⎩ 〈ad∗nη,κ〉= 〈η,adnκ〉= 〈η,nκ−κn〉
〈ad∗nη,κ〉= 〈[
−η2nT2 n1η2
0 0 ]
,κ 〉 ⇒ ⎧⎪⎪⎨⎪⎪⎩ ad∗nη= [
−η2nT2 n1η2
0 0 ]
ad∗nη={n,η} (215)
This co-adjoint operator will give the Euler-Poincaré equation. While the Euler-Lagrange
equations isdefinedonthe tangentbundle (unionof the tangentspacesateachpoint)of themanifold
andgive thegeodesics, theEuler-Poincaréequationgivesadifferential systemonthedualLiealgebra
of thegroupassociatedwith themanifold.
Wecanalsocomplete thesemapsbyusingadditionalones. First,p∈T∗MG themomentassociated
with .
M∈TMG in tangentspaceofGatMandalso twoothermomentsmaptheelementof thedual
algebra indual tangentspace, respectivelyonthe
leftandontheright:⎧⎪⎨⎪⎩
〈ΠL,nL〉= 〈
dL∗M−1ΠL, .
M 〉
〈
ΠL,dLM−1 .
M 〉
= 〈
ΠL,M−1 .
M 〉 ⇒ p=(M−1)TΠL (216)
where
dL∗M−1 : g ∗
L→T∗MG
ΠL → p= ( M−1 )TΠL and dR∗M−1 : g ∗
R→T∗MG
ΠR → p=ΠR ( M−1 )T (217)
Fromtheserelations,wecanalsoobserve that:
ΠL=nL=M−1 .
M
⇒ ⎧⎨⎩ p= ( M−1 )TM−1 .M
p=ΞM · .
MwithΞM= ( M−1 )TM−1 (218)
All thesemapscouldbesummarized in the followingFigure12:
Figure12.Mapsbetweenalgebras.
92
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