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Entropy2016,18, 386 Tostudythegeodesic trajectoriesof thegroup,weconsider theLagrangianfromthetotalkinetic energy(aquadratic formonspeeds). Itmaytherefore inparticularbewritten in the leftalgebra“left”, with thescalarproductassociatedwith themetric. EL= 1 2 〈nL,nL〉= 12Tr [ nTLnL ] (200) Ifweconsiderasscalarproduct: 〈., .〉 : g∗×g→R k,n → 〈k,n〉=Tr(kTn) (201) andleftalgebra: nL= ⎡⎣ R−1/2 .R1/2 R−1/2 .m 0 0 ⎀⎊ (202) weobtain for the totalkineticenergy EL= 1 2 ( Tr ( R−1 . R ) + . mTR−1 .m ) (203) Wewill then introduce the coadjoint operator that will enable us towork on the elements of the dual algebra of the Lie algebra deïŹned above. Like algebra,which is physically the space of instantaneous speeds, the dual algebra is the space ofmoments. For the dual of left algebra, themoment isgivenby: ΠL= ∂EL ∂nL =nL (204) WhereEL is thekineticenergyof thesystemandiscurrentlyassociatedwithΠL isanelementof the leftalgebra. Themomentspace is thedualalgebra,denotedg∗, associatedwith theLiealgebrag. Thisvalue isdeducedfromthecomputation:〈 ∂EL ∂nL ,ÎŽU âŒȘ =Lim Δ→0 EL(nL+Δ ·ΎU)−EL(nL) Δ withEL(nL+Δ ·ΎU)= 12 〈nL+Δ.ÎŽU,nL+Δ ·ΎU〉= 1 2 (nL+Δ ·ΎU)T (nL+Δ ·ΎU)〈 ∂EL ∂nL ,ÎŽU âŒȘ =2 · 1 2 tr ( ηTLÎŽU ) = 〈nL,ÎŽU〉⇒ ∂EL∂nL =nL (205) Thenthemomentmapisgivenby: αM : g→ g∗ nL →ΠL=ηL (206) We can observe that the application that turns left algebra into dual algebra is the identity applicationbut,physically, theïŹrstaremomentsandthesecondsare instantaneousspeeds. WecanalsodeïŹnethemomentΠR associatedto therightalgebraηRby: 〈ΠL,nL〉= 〈 ΠL,M−1nRM âŒȘ = 〈ΠR,nR〉 (207) 90
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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
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