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: |