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Entropy2016,18, 425
2.3.AdaptedCoordinates
For concrete expressions of the geometric constructions related to frame bundles, and for
computationalpurposes, it isuseful toapplycoordinates thatareadaptedto thehorizontalbundle
HFMandtheverticalbundleVFM togetherwith theirdualsHâFMandVâFM. Thenotationbelow
followsthenotationused in, forexample, [18]. Letz=(u,Ο)bea local trivializationofTâFM, and let
(xi,uiα)becoordinatesonFMwithuiα satisfyinguα=uiαâxi foreachα=1,. . . ,d.
ToïŹndabasis that isadaptedto thehorizontaldistribution,deïŹnethed linearly independent
vectorïŹeldsDj= âxjâÎ hÎł
j âuhÎł whereÎhÎłj =Î h jiu i
Îł is thecontractionof theChristoffel symbolsÎhij for
theconnectionCwithuiα.WedenotethisadaptedframeD. Theverticaldistributioniscorrespondingly
spannedbyDjÎČ = âujÎČ . ThevectorsDh= dxh, andDhÎł =ÎhÎłj dx j+duhÎł constitutesadualcoframeDâ.
ThemapÏâ :HFMâTM is incoordinatesof theadaptedframeÏâ(wjDj)=wjâxj. Correspondingly,
thehorizontal lifthu ishu(wjâxj)=w jDj. Themapu :RdâTxM isgivenbythematrix [uiα] so that
uv=uiαvαâxi =uαv α.
Switchingbetweenstandardcoordinatesandtheadaptedframeandcoframescanbeexpressedin
termsof thecomponentmatricesAbelowtheframeandcoframeinducedbythecoordinates (xi,uiα)
andtheadaptedframeDandcoframeDâ.Wehave
(âxi,âuiα )AD= [
I 0
âÎ I ]
with inverse DA(âxi,âuiα) = [
I 0
Î I ]
writingÎ for thematrix [ÎhÎłj ]. Similarly, thecomponentmatricesof thedual frameD â are
(âxi,âuiα )âADâ= [
I ÎT
0 I ]
and DâA(âxi,âuiα) â= [
I âÎT
0 I ]
.
2.4. ConnectionandCurvature
TheTMvaluedconnectionC :TMĂTMâTM lifts toaprincipalconnectionTFMĂTFMâ
VFMon theprincipalbundleFM. C can thenbe identiïŹedwith thegl(n)-valuedconnection form
ÏonTFM. The identiïŹcationoccursbythe isomorphismÏbetweenFMĂgl(n)andVFMgivenby
Ï(u,v)= ddtuexp(tv)|t=0 (e.g., [19,20]).
ThemapÏ isequivariantwithrespect to theGL(n)actiong âugâ1 onFM. Inorder toexplicitly
see the connection between theusual covariant derivativeâ : Î(TM)ĂÎ(TM)â Î(TM) on M
determinedbyC andC regardedasaconnectionontheprincipalbundleFM, following[19],we let
s :MâTMbealocalvectorïŹeldonM; equivalently,sâÎ(TM) isalocalsectionofTM. sdetermines
amap sFM : FMâRd by sFM(u)= uâ1s(Ï(u)); i.e., it gives thecoordinatesof s(x) in the frameu
atx. Thepushforward (sFM)â :TFMâRdhas in its ithcomponent theexteriorderivatived(sFM)i.
Let noww(x)bea local sectionof FM. The compositionwâŠ(sFM)â âŠhw : TMâ TM is identical
to the covariant derivativeâ·s : TMâ TM. The construction is independent of the choice ofw
becauseof theGL(n)-equivarianceof sFM. The connection formÏ canbe expressedas thematrix
(sFM1 âŠhw, . . . ,sFMd âŠhw)whenletting sFMi (u)= ei.
The identiïŹcationbecomesparticularlysimple if thecovariantderivative is takenalongacurvext
onwhichwt is thehorizontal lift. In thiscase,wecanlet st=wt,isit. Then, s FM(wt)=(s1t , . . . ,s d
t) T, and
wâ1t âxËts=(sFM)â(hwt(xËt))= ddt(s1t , . . . ,sdt)T ; (1)
i.e., the covariant derivative takes the form of the standard derivative applied to the frame
coordinates sit.
408
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