Product of statistical manifolds with a non-diagonal metric
Year 2017,
Volume: 5 Issue: 3, 308 - 321, 01.07.2017
Djelloul Djebbouri
Seddik Ouakkas
Abstract
![](data:image/png;base64,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)
References
- Amari, S., Differential-geometrical Methods in statistics, Lecture Notes in statistics, 28, Springer, Berlin, 1985.55.
- S. Amari, H. Nagaoka, Methods of information geometry, Amer. Math.Soc., Providence; Oxford University Press, Oxford, 2000.
- J. K. Beem, P. E. Ehrlich and Th. G. Powell, Warped product manifolds in relativity, Selected Studies: Physics-astrophysics, mathematics, history of science, pp. 41-56, North-Holland, Amesterdam-New York, 1982.
- R. L. Bishop and B. O’Neill, Manifolds of negative curvature, Trans. Amer. Math. Soc., 145 (1969), 1-49.
- Furuhata, H., Hypersurfaces in statistical manifolds, Diff. Geom. Appl., 27, 2009, 420-429.55.
- R. Nasri, Non-diagonal metric on a product riemannian manifold, arXiv: 1501.00308, 2015.
- R. Nasri and M. Djaa, Sur la courbure des variétés riemanniennes produits, Sciences et Technologie, A-24 (2006), 15-20.
- B. O’Neill, Semi-Riemannian geometry, Academic Press, New-York, 1983.
- Todjihounde, L., Dualistic structures on warped product manifolds, Diff. Geom.-Dyn. Syst. 8, (2006), 278-284.
Year 2017,
Volume: 5 Issue: 3, 308 - 321, 01.07.2017
Djelloul Djebbouri
Seddik Ouakkas
References
- Amari, S., Differential-geometrical Methods in statistics, Lecture Notes in statistics, 28, Springer, Berlin, 1985.55.
- S. Amari, H. Nagaoka, Methods of information geometry, Amer. Math.Soc., Providence; Oxford University Press, Oxford, 2000.
- J. K. Beem, P. E. Ehrlich and Th. G. Powell, Warped product manifolds in relativity, Selected Studies: Physics-astrophysics, mathematics, history of science, pp. 41-56, North-Holland, Amesterdam-New York, 1982.
- R. L. Bishop and B. O’Neill, Manifolds of negative curvature, Trans. Amer. Math. Soc., 145 (1969), 1-49.
- Furuhata, H., Hypersurfaces in statistical manifolds, Diff. Geom. Appl., 27, 2009, 420-429.55.
- R. Nasri, Non-diagonal metric on a product riemannian manifold, arXiv: 1501.00308, 2015.
- R. Nasri and M. Djaa, Sur la courbure des variétés riemanniennes produits, Sciences et Technologie, A-24 (2006), 15-20.
- B. O’Neill, Semi-Riemannian geometry, Academic Press, New-York, 1983.
- Todjihounde, L., Dualistic structures on warped product manifolds, Diff. Geom.-Dyn. Syst. 8, (2006), 278-284.
There are 9 citations in total.