Department of Mathematics
Hokkaido University
Workshop on Affine Immersions and Information
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- Date: July 21, 2004
- Venue: Room 4-508,
Department of Mathematics,
Hokkaido University
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Organizer:
MATSUZOE Hiroshi (Saga Univ.),
FURUHATA Hitoshi (Hokkaido Univ.)
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http://www.math.sci.hokudai.ac.jp/
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http://coe.math.sci.hokudai.ac.jp/
Program:
- 10:00- Khadiga ARWINI (UMIST, Manchester UK)
- Neighbourhoods of randomness, independence, uniformity
and associated geometry
- Abstract:
We provide explicit information geometric representations of
neighbourhoods for: randomness,independence and uniformity.
We present tubular neighbourhoods containing: all processes
sufficiently close to a Poisson process, all processes sufficiently
close to a uniform process, all bivariate processes sufficiently
close to the independent bivariate exponential process with identical
marginals, and all bivariate processes sufficiently close to the
independent bivariate Gaussian process with identical marginals.
These neighbourhoods are constructed via affine immersions of
the 3-manifold of gamma distributions, the Freund 4-manifold of
bivariate exponentials and the 5-manifold of bivariate
Gaussians. The results are significant theoretically because
very general, and practically because topological and hence stable
under perturbations.
- References:
Khadiga Arwini and C.T.J. Dodson,
Information geometric neighbourhoods of randomness
and geometry of the McKay bivariate gamma 3-manifold,
Sankhya: Indian Journal of Statistics 66, 2 (2004) 211-231.
http://www.ma.umist.ac.uk/kd/PREPRINTS/gamran.pdf
Khadiga Arwini and C.T.J. Dodson,
Neighbourhoods of independence and associated geometry.
http://www.ma.umist.ac.uk/kd/PREPRINTS/nhdindep.pdf
- 14:30- KUROSU Sanae (Tokyo Univ. of Science)
- On the alpha-conformally equivalence of a statistical manifold
- Abstract:
For a statistical manifold, some conformal classes,
$\alpha$-conformally equivalence
and conformally-projectively equivalence, are defined and studied.
A $1$-conformally flat statistical manifold
and a conformally-projectively flat statistical manifold
are characterized by certain tensor and affine immersions.
In this talk, I will review about the $\alpha$-conformally equivalence of
statistical manifolds and derive some fundamental properties for such a
statistical manifold.
- 16:00- MATSUZOE Hiroshi (Saga Univ.)
- Information geometry for neural networks
- Abstract:
Differential geometry is an useful tool for the study of neural networks.
In this talk, we would like to review the information geometry
for neural networks.
- Seminar:
- July 20 15:00-
- July 20 16:30-
KON Mayuko (Hokkaido Univ.), Affine immersions of Hermitian manifolds
- July 20 18:30-
Party
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[poster]
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[photo]
[MATSUZOE]
[FURUHATA]