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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 theirdualsH∗FMandV∗FM. Thenotationbelow followsthenotationused in, forexample, [18]. Letz=(u,Ο)bea local trivializationofT∗FM, and let (xi,uiα)becoordinatesonFMwithuiα satisfyinguα=uiα∂xi foreachα=1,. . . ,d. ToïŹndabasis that isadaptedto thehorizontaldistribution,deïŹnethed linearly independent vectorïŹeldsDj= ∂xj−Γ hÎł j ∂uhÎł whereΓhÎłj =Γ h jiu i Îł is thecontractionof theChristoffel symbolsΓhij for theconnectionCwithuiα.WedenotethisadaptedframeD. Theverticaldistributioniscorrespondingly spannedbyDjÎČ = ∂ujÎČ . ThevectorsDh= dxh, andDhÎł =ΓhÎłj dx j+duhÎł constitutesadualcoframeD∗. Themapπ∗ :HFM→TM is incoordinatesof theadaptedframeπ∗(wjDj)=wj∂xj. Correspondingly, thehorizontal lifthu ishu(wj∂xj)=w jDj. Themapu :Rd→TxM isgivenbythematrix [uiα] so that uv=uiαvα∂xi =uαv α. Switchingbetweenstandardcoordinatesandtheadaptedframeandcoframescanbeexpressedin termsof thecomponentmatricesAbelowtheframeandcoframeinducedbythecoordinates (xi,uiα) andtheadaptedframeDandcoframeD∗.Wehave (∂xi,∂uiα )AD= [ I 0 −Γ I ] with inverse DA(∂xi,∂uiα) = [ I 0 Γ I ] writingΓ for thematrix [ΓhÎłj ]. Similarly, thecomponentmatricesof thedual frameD ∗ are (∂xi,∂uiα )∗AD∗= [ I ΓT 0 I ] and D∗A(∂xi,∂uiα) ∗= [ I −ΓT 0 I ] . 2.4. ConnectionandCurvature TheTMvaluedconnectionC :TM×TM→TM lifts toaprincipalconnectionTFM×TFM→ VFMon theprincipalbundleFM. C can thenbe identiïŹedwith thegl(n)-valuedconnection form ωonTFM. The identiïŹcationoccursbythe isomorphismψbetweenFM×gl(n)andVFMgivenby ψ(u,v)= ddtuexp(tv)|t=0 (e.g., [19,20]). Themapψ isequivariantwithrespect to theGL(n)actiong →ug−1 onFM. Inorder toexplicitly see the connection between theusual covariant derivative∇ : Γ(TM)×Γ(TM)→ Γ(TM) on M determinedbyC andC regardedasaconnectionontheprincipalbundleFM, following[19],we let s :M→TMbealocalvectorïŹeldonM; equivalently,s∈Γ(TM) isalocalsectionofTM. sdetermines amap sFM : FM→Rd by sFM(u)= u−1s(π(u)); i.e., it gives thecoordinatesof s(x) in the frameu atx. Thepushforward (sFM)∗ :TFM→Rdhas in its ithcomponent theexteriorderivatived(sFM)i. Let noww(x)bea local sectionof FM. The compositionw◩(sFM)∗ ◩hw : TM→ TM is identical to the covariant derivative∇·s : TM→ TM. The construction is independent of the choice ofw becauseof theGL(n)-equivarianceof sFM. The connection formω canbe expressedas thematrix (sFM1 ◩hw, . . . ,sFMd ◩hw)whenletting sFMi (u)= ei. The identiïŹcationbecomesparticularlysimple if thecovariantderivative is takenalongacurvext onwhichwt is thehorizontal lift. In thiscase,wecanlet st=wt,isit. Then, s FM(wt)=(s1t , . . . ,s d t) T, and w−1t ∇x˙ts=(sFM)∗(hwt(x˙t))= ddt(s1t , . . . ,sdt)T ; (1) i.e., the covariant derivative takes the form of the standard derivative applied to the frame coordinates sit. 408
zurĂŒck zum  Buch Differential Geometrical Theory of Statistics"
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
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Differential Geometrical Theory of Statistics