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Differential Geometrical Theory of Statistics
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Entropy2016,18, 383 wherevk∈Rqk isavectorcorrespondingto theWk-componentofξ. Ifξ∈P∗V,wesee from(19) that ψk(ξ) ispositivedefinite. In thiscase,wehave: φk(ξ)= ( 1 tvkψk(ξ)−1 Iqk )( ξkk− tvkψk(ξ)−1vk ψk(ξ) )( 1 ψk(ξ) −1vk Iqk ) , (21) so thatwegetageneralizationof (18), that is, (φk(ξ) −1)11=(ξkk− tvkψk(ξ)−1vk)−1. (22) Ontheotherhand, ifqk=0, thenφk(ξ)−1= ξ−1kk . Weremarkthatψ1(ξ)=ψ(ξ′), andthatsomepartof theargumentabove isparallel to theproof ofTheorem1. Theorem2. TheKoszul–Vinbergcharacteristic functionϕV ofP∗V isgivenby the following formula: ϕV(ξ)=CV r ∏ k=1 ( φk(ξ) −1)1+qk/2 11 ∏ qk>0 (detψk(ξ)) −1/2 (ξ∈P∗V), (23) whereCV :=(2π)(N−r)/2∏rk=1Γ(1+ qk 2 )andN :=dimZV. Proof. Weshall showthe statementby inductionon the rankas in theproof ofTheorem1. Then, it suffices toshowthat: ϕV(ξ)=(2π)q1/2Γ(1+ q1 2 )(φ1(ξ) −1)1+q1/211 (detψ1(ξ)) −sgn(q1)/2ϕV′(ξ′) (24) forξ∈P∗V as in (10),where (detψ1(ξ))−sgn(q1)/2 is interpretedas: (detψ1(ξ))−sgn(q1)/2 := { 1 (q1=0), (detψ1(ξ))−1/2 (q1>0). Whenq1=0,wehave: ϕV(ξ)= ∫ ∞ 0 ∫ PV′ e−x11ξ11e−(x ′|ξ′)dx11dx′ = ξ−111 ϕV′(ξ ′), whichmeans (24). When q1> 0, theEuclideanmeasure dx equals 2q1/2x q1 11dx11du˜dx˜ ′ by the changeof variables in (6). Indeed, thecoefficient2q1/2 comes fromthenormalizationof the innerproductonW Rq1 regardedasasubspaceofZV. Then,wehaveby(15): ϕV(ξ)= ∫ ∞ 0 ∫ R q1 ∫ PV′ e−x11(ξ11− tvψ(ξ′)−1v)e−x11 t(u˜+ψ(ξ′)−1v)ψ(ξ′)(u˜+ψ(ξ′)−1v)e−(x˜ ′|ξ′) ×2q1/2xq111dx11du˜dx˜′. By theGaussian integral formula,wehave:∫ R q1 e−x11 t(u˜+ψ(ξ′)−1v)ψ(ξ′)(u˜+ψ(ξ′)−1v)du˜=πq1/2x−q1/211 (detψ(ξ ′))−1/2. 240
zurück 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
Kategorien
Naturwissenschaften Physik
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Differential Geometrical Theory of Statistics