Expand description
Information Geometry operations for statistical manifolds
This crate implements the foundational concepts of Information Geometry, including Fisher metrics, α-connections, Bregman divergences, and the Amari-Chentsov tensor structure.
Modules§
- verified_
contracts - Formal verification contracts for information geometry on statistical manifolds
Structs§
- Alpha
Connection Factory - α-connection factory
- Dually
Flat Manifold - Dually flat manifold with e-connection and m-connection
- Fisher
Information Matrix - Fisher Information Matrix
- Simple
Alpha Connection - Simplified AlphaConnection implementation for tests
Enums§
Traits§
- Alpha
Connection - α-connection on a statistical manifold
- Fisher
Metric - Fisher Information Metric for statistical manifolds
- Parameter
- Trait for objects that can be used as parameters on statistical manifolds
Functions§
- amari_
chentsov_ tensor - Compute the Amari-Chentsov tensor at a point
- bregman_
divergence - Compute the Bregman divergence between two points
- kl_
divergence - Compute KL divergence using natural and expectation parameters