Abstract

IN MEMORIAM OF ALEXANDER GROTHENDIECK. THE MAN.

Highlights

  • (1) The introduction of a new theory of statistical models. This re-establishment must answer both questions of McCullagh and Gromov; (2) The search for an characteristic invariant which encodes the points of the moduli space of isomorphism class of models; (3) The introduction of the theory of homological statistical models

  • We address its links with Hessian geometry; (4) We emphasize the links between the classical theory of models, the new theory and Vanishing Theorems in the theory of homological statistical models

  • We introduce the theory of homological statistical model and we explore the links between this theory and the challenge 2

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Summary

The Notation

Throughout the paper we use tha following notation. N is the set of non negative integers, Z is the ring of integers, R is the field of real numbers, C∞(M) is the associative commutative algebra of real valued smooth functions in a smooth manifold M. Let ∇ be a Koszul connection in a manifold M, R∇ is the curvature tensor of ∇. To a pair of Koszul connections (∇, ∇∗) we assign three differential operators. They are denoted by D∇∇∗ , D∇ and D∇. (A.1) D∇∇∗ is a first order differential operator. It is defined in the vector bundle Hom(TM, TM). Its values belong to the vector bundle Hom(TM⊗2, TM). (A.2) D∇ and D∇ are 2nd order differential operators They are defined in the vector bundle TM. In the Appendix A to this paper we overview the role played by the solutions to FE∗∗(∇) in some still open problems

Some Explicit Formulas
The content of the Paper
The Algebroids and Modules
The Theory of Cohomology of KV Algebroids and Their Modules
Extension We start by considering the vector space
Construction
Notation-Definitions Implicitly we use set isomorphism
The V-Valued KV Homology
Two Cochain Complexes
Residual Cohomology
The Theory of KV Cohomology—Version the Anomaly Functions
The KV Cohomology
The Total Cohomology and Riemannian Foliations
The Total KV Cohomology and the Differential Topology Continued
A Koszul connection in a vector bundle V is a bilinear map
The KV Cohomology and Differential Topology Continued
Kernels of 2-Cocycles and Foliations
The Dualistic Relation
Riemannian Webs—Symplectic Webs in Statistical Manifolds
The α-Connetions of Chentsov
The Exponential Models and the Hyperbolicity
The Similarity Structure and the Hyperbolicity
Some Highlighting Conclusions
The Total KV Cohomology and the Differential Topology
The KV Cohomology and the Information Geometry
The Differential Topology and the Information Geometry
The Preliminaries
The Global Probability Density of a Statistical Model
Two Alternative Definitions
Exponential Models
The Entropy Flow
The Homological Nature of the Probability Density
Another Homological Nature of Entropy
The Moduli Space of the Statistical Models
10. The Homological Statistical Models
Conclusion
13. Highlighting Conclusions
13.5. Homological Models and Hessian Geometry

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