Page - 274 - in Differential Geometrical Theory of Statistics
Image of the Page - 274 -
Text of the Page - 274 -
Entropy2016,18, 407
Notall functionsĻ:Rā (0,ā), forwhichconditions (a1)and(a2)hold, satisfycondition(a3).
Suchafunction isgivenbelow.
Example2. Assumethat theunderlyingmeasureμ isĻ-ļ¬nite andnon-atomic. This is the case of theLebesgue
measure. Letusconsider the function
Ļ(u)= {
e(u+1) 2/2, uā„0,
e(u+1/2), uā¤0, (3)
which clearly is convex, and satisļ¬es the limits limuāāāĻ(u) = 0 and limuāāĻ(u) =ā. Given any
measurable functionu0: Tā (0,ā), wewill ļ¬nd ameasurable function c: TāRwith ā«
T Ļ(c)dμ<ā,
forwhichexpression (2) isnot satisļ¬ed.
For eachmā„1,wedeļ¬ne
vm(t) := (
m log(2)
u0(t) ā u0(t)
2 ā1 )
1Em(t),
whereEm={tāT :mlog(2)u0(t) ā u0(t)
2 ā1>0}. Becausevm āā,wecanļ¬ndasub-sequence{vmn} such
thatā«
Emn e(vmn+u0+1) 2/2dμā„2n.
According to (Lemma8.3 in [29]) , there exists a sub-sequencewk = vmnk and pairwise disjoint sets
AkāEmnk forwhich ā«
Ak e(wk+u0+1) 2/2dμ=1.
Letusdeļ¬ne c= c1T\A+āāk=1wk1Ak,whereA= āā
k=1Ak andc is anymeasurable functionsuch that
Ļ(c(t))>0 for tāT\Aandā«T\A Ļ(c)dμ<ā. Observing that
e(wk(t)+u0(t)+1) 2/2=2mnke(wk(t)+1) 2/2, for tāAk,
weget ā«
Ak e(wk+1) 2/2dμ= 1
2mnk , for everymā„1.
Then,wecanwrite ā«
T Ļ(c)dμ= ā«
T\A Ļ(c)dμ+ ā
ā
k=1 ā«
Ak e(wk+1) 2/2dμ
= ā«
T\A Ļ(c)dμ+ ā
ā
k=1 1
2mnk <ā.
Ontheotherhand,ā«
T Ļ(c+u0)dμ= ā«
T\A Ļ(c)dμ+ ā
ā
k=1 ā«
Ak e(u0+wk+1) 2/2dμ
= ā«
T\A Ļ(c)dμ+ ā
ā
k=1 1=ā,
whichshows that (2) isnot satisļ¬ed.
274
Differential Geometrical Theory of Statistics
- Title
- Differential Geometrical Theory of Statistics
- Authors
- FrƩdƩric 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