Seite - 380 - in Differential Geometrical Theory of Statistics
Bild der Seite - 380 -
Text der Seite - 380 -
Entropy2016,18, 98
(see [10],p. 24). Let ai= eri, thensimplecalculationsshowthat:
ds2(Y)= m
â
j=1 dr2j +8â
i<j sinh2 (riârj
2 )
Ξ2ij
Asaconsequence, thevolumeelementdv(Y) iswrittenas:
dv(Y)=8 m(mâ1)
4 det(Ξ)â
i<j sinh (|riârj|
2 ) m
â
i=1 dri
Thisprovestheproposition(thefactorm!2m comesfromthefact that thecorrespondencebetween
Yand (r,U) isnotunique:m! correspondstoallpossiblereorderingsof r1, . . . ,rm , and2m corresponds
to theorientationof thecolumnsofU).
B.DerivationofEquation (19)
ByEquations (16) and (18), toproveEquation (19), it is sufïŹcient toprove that forallYâPm,
d(Y, I) = (âmi=1r 2
i) 1/2 if the spectraldecompositionofY isY=Uâ diag(er1, · · · ,erm)U,whereU is
anorthogonalmatrix. Note that d(Y, I) = d(diag(er1, · · · ,erm).U, I) = d(diag(er1, · · · ,erm).U, I.U),
where . is the afïŹne transformation given by Equation (9). By Equation (10), it comes
that d(Y, I)= d(diag(er1, · · · ,erm), I), and so, d(Y, I) = (âmi=1r2i)1/2 holds using the explicit
expressionEquation(8).
C.TheNormalizingFactorζm(Ï)
Thesubjectof this section is toprove these twoclaims:
(i) 0<Ïm<â forallmâ„2;
(ii) Ï2= â
2.
To check (i), note thatâi<jsinh ( |riârj|
2 )
†exp(C|r|) for some constantC. Thus, for Ï small
enough, the integral Im(Ï) = â«
Rm e â|r|Ï âi<jsinh ( |riârj|
2 )
dr given in Equation (19) is ïŹnite, and
consequently,Ïm>0.
FixA>0, suchthatsinh(x2)â„ exp(x4) forallxâ„A. Then:
Im(Ï)â„ â«
C exp (
1
4âi<j (rjâri)â |r|Ï )
dr
whereC is thesetof inïŹniteLebesguemeasures:
C={r=(r1, · · · ,rm)âRm : riâ [2(iâ1)A,(2iâ1)A],1†iâ€mâ1,rmâ„2(mâ1)A}
Now:
1
4âi<j (rjâri)= 14rm+ 1
4 (âr1+ â
i<j,(i,j) =(1,m) (rjâri))
Assumemâ„ 3 (the casem= 2 is easy todealwith separately). Then, onC, 14âi<j(rjâri)â„
1
4rm+C âČ and |r|Ï â€ (C âČâČ+r2m) 1
2
Ï , where C âČ and CâČâČ are two positive constants (not depending on r).
However, forÏ largeenough:
1
4âi<j (rjâri)â |r|Ï â„ 1
4 rm+CâČâ (C âČâČ+r2m) 1
2
Ï â„0.
andso, the integral Im(Ï)diverges. ThisshowsthatÏm isïŹnite.
380
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