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1.

図書

図書
Michael A. Arbib, Shun-ichi Amari, editors
出版情報: New York ; Tokyo : Springer-Verlag, c1989  viii, 280 p. ; 24 cm
シリーズ名: Research notes in neural computing ; 1
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目次情報:
Development and Learning in Adaptive Networks
Visual Function
Motor Control and the Cerebellum
Development and Learning in Adaptive Networks
Visual Function
Motor Control and the Cerebellum
2.

図書

図書
Shun-ichi Amari
出版情報: Berlin ; New York : Springer-Verlag, c1985  v, 290 p. ; 24 cm
シリーズ名: Lecture notes in statistics ; 28
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3.

電子ブック

EB
Shun-ichi Amari
出版情報: New York : Springer, [20--]  1 online resource (v, 294 p.)
シリーズ名: Lecture notes in statistics ; 28
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4.

図書

図書
Shun-ichi Amari, Hiroshi Nagaoka ; [translated from the Japanese by Daishi Harada]
出版情報: Providence, R.I. : American Mathematical Society , [Oxford] : Oxford University Press, c2000  x, 206 p. ; 26 cm
シリーズ名: Translations of mathematical monographs ; v. 191
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目次情報: 続きを見る
Preface
Preface to the English edition
Elementary differential geometry / 1:
Differentiable manifolds / 1.1:
Tangent vectors and tangent spaces / 1.2:
Vector fields and tensor fields / 1.3:
Submanifolds / 1.4:
Riemannian metrics / 1.5:
Affine connections and covariant derivatives / 1.6:
Flatness / 1.7:
Autoparallel submanifolds / 1.8:
Projection of connections and embedding curvature / 1.9:
Riemannian connection / 1.10:
The geometric structure of statistical models / 2:
Statistical models / 2.1:
The Fisher metric / 2.2:
The [alpha]-connection / 2.3:
Chentsov's theorem and some historical remarks / 2.4:
The geometry of P (X) / 2.5:
[alpha]-affine manifolds and [alpha]-families / 2.6:
Dual connections / 3:
Duality of connections / 3.1:
Divergences: general contrast functions / 3.2:
Dually flat spaces / 3.3:
Canonical divergence / 3.4:
The dualistic structure of exponential families / 3.5:
The dualistic structure of [alpha]-affine manifolds and [alpha]-families / 3.6:
Mutually dual foliations / 3.7:
A further look at the triangular relation / 3.8:
Statistical inference and differential geometry / 4:
Estimation based on independent observations / 4.1:
Exponential families and observed points / 4.2:
Curved exponential families / 4.3:
Consistency and first-order efficiency / 4.4:
Higher-order asymptotic theory of estimation / 4.5:
Asymptotics of Fisher information / 4.6:
Higher-order asymptotic theory of tests / 4.7:
The theory of estimating functions and fiber bundles / 4.8:
The fiber bundle of local exponential families / 4.8.1:
Hilbert bundles and estimating functions / 4.8.2:
The geometry of time series and linear systems / 5:
The space of systems and time series / 5.1:
The Fisher metric and the [alpha]-connection on the system space / 5.2:
The geometry of finite-dimensional models / 5.3:
Stable systems and stable feedback / 5.4:
Multiterminal information theory and statistical inference / 6:
Statistical inference for multiterminal information / 6.1:
0-rate testing / 6.2:
0-rate estimation / 6.3:
Inference for general multiterminal information / 6.4:
Information geometry for quantum systems / 7:
The quantum state space / 7.1:
The geometric structure induced from a quantum divergence / 7.2:
The geometric structure induced from a generalized covariance / 7.3:
Applications to quantum estimation theory / 7.4:
Miscellaneous topics / 8:
The geometry of convex analysis, linear programming and gradient flows / 8.1:
Neuro-manifolds and nonlinear systems / 8.2:
Lie groups and transformation models in information geometry / 8.3:
Mathematical problems posed by information geometry / 8.4:
Guide to the Bibliography
Bibliography
Index
Dual connections Statistical inference and differential geometry
Miscellaneous topics Guide to the bibliography
Preface
Preface to the English edition
Elementary differential geometry / 1:
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