Seite - 328 - in Differential Geometrical Theory of Statistics
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Text der Seite - 328 -
Entropy2016,18, 421
whereDâ is deïŹned implicitly and0log0 := 0. The terms Μ, Ï, and Ï aredeïŹnedby theïŹrst two
momentsofSâvia thevectors(
N
Μ )
:=E(Sâ)= (
N
âki=0E(n â
i log ( nâi/ÎŒi )
) )
, (1)
(
N ÏÏ â
N
· Ï2 )
:=Cov(Sâ)= (
N âki=0Ci
· âki=0Vi )
, (2)
whereCi :=Cov(nâi ,n â
i log(n â
i/ÎŒi))andVi :=Var(n â
i log(n â
i/ÎŒi)).
Theorem2. Eachof the termsΜ,Ï, andÏ remainsboundedasÏminâ0.
Westartwithsomepreliminaryremarks.Weuse the followingnotation:N :={1,2,...}denotes
the natural numbers, whileN0 := {0}âȘN . Throughout,X ⌠Po(ÎŒ)denotes a Poisson random
variablehavingpositivemeanÎŒâthat is,X isdiscretewithsupportN0 andprobabilitymass function
p :N0â (0,1)givenby:
p(x) := eâΌΌx/x! (ÎŒ>0). (3)
Putting:
âmâN0, F[m](ÎŒ) :=Pr(Xâ€m)=âmx=0p(x)â (0,1), (4)
for givenÎŒ, {1âF[m](ÎŒ)} is strictlydecreasingwithm, vanishing asmââ. For all (x,m)âN20 ,
wedeïŹnex(m)by:
x(0) :=1; x(m) := x(xâ1)...(xâ(mâ1)) (mâN) (5)
so that, ifxâ„m,x(m)= x!/(xâm)!.
ThesetA0 comprisesall functions a0 : (0,â)âRsuchthat, asΟâ0+:
(i) a0(Ο) tends toan inïŹnite limit a0(0+)â{ââ,+â},while: (ii)Οa0(Ο)â0.
Ofparticular interesthere,by lâHĂŽspitalâs rule,
âmâN, (log)mâA0, (6)
where (log)m : Οâ (logΟ)m (Ο>0). Foreach a0âA0, a0denotes its continuousextensionfrom (0,â)
to [0,â)âthat is: a0(0) := a0(0+); a0(Ο) := a0(Ο) (Ο> 0)âwhile, appealing to continuity,wealso
deïŹne0a0(0) :=0.Overall,denotingtheextendedrealsbyR :=RâȘ{ââ}âȘ{+â}, andputting
A :={a :N0âRsuchthat0a(0)=0}
wehavethatAcontains thedisjointunion:
{all functions a :N0âR}âȘ{a0|N0 : a0âA0}.
Werefer to a0|N0 as thememberofAbasedona0âA0.
Wemakerepeateduseof twosimple facts. First:
âxâN0, 0†log(x+1)†x, (7)
equalityholding inbothplaces if, andonly if,x=0. Second, (3)and(5)give:
â(x,m)âN20 withxâ„m, x(m)p(x)=ÎŒmp(xâm) (8)
328
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