Abstract
We study the continuity of space translations on non-parametric exponential families based on the exponential Orlicz space with Gaussian reference density.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Brigo, D., Hanzon, B., Le Gland, F.: Approximate nonlinear filtering by projection on exponential manifolds of densities. Bernoulli 5(3), 495–534 (1999)
Brigo, D., Pistone, G.: Dimensionality reduction for measure valued evolution equations in statistical manifolds. In: Nielsen, F., Critchley, F., Dodson, C.T.J. (eds.) Computational Information Geometry. SCT, pp. 217–265. Springer, Cham (2017). doi:10.1007/978-3-319-47058-0_10
Dellacherie, C., Meyer, P.A.: Probabilités et potentiel. Chapitres I à IV. Hermann, Paris (1975). Édition entièrment refondue
Hyvärinen, A.: Estimation of non-normalized statistical models by score matching. J. Mach. Learn. Res. 6, 695–709 (2005)
Lods, B., Pistone, G.: Information geometry formalism for the spatially homogeneous Boltzmann equation. Entropy 17(6), 4323–4363 (2015)
Musielak, J.: Orlicz Spaces and Modular Spaces. LNM, vol. 1034. Springer, Heidelberg (1983)
Pistone, G.: Nonparametric information geometry. In: Nielsen, F., Barbaresco, F. (eds.) GSI 2013. LNCS, vol. 8085, pp. 5–36. Springer, Heidelberg (2013). doi:10.1007/978-3-642-40020-9_3
Pistone, G., Sempi, C.: An infinite-dimensional geometric structure on the space of all the probability measures equivalent to a given one. Ann. Statist. 23(5), 1543–1561 (1995)
Acknowledgments
The author thanks Bertrand Lods (Università di Torino and Collegio Carlo Alberto, Moncalieri) for his comments and acknowledges the support of de Castro Statistics and Collegio Carlo Alberto, Moncalieri. He is a member of GNAMPA-INDAM.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Pistone, G. (2017). Translations in the Exponential Orlicz Space with Gaussian Weight. In: Nielsen, F., Barbaresco, F. (eds) Geometric Science of Information. GSI 2017. Lecture Notes in Computer Science(), vol 10589. Springer, Cham. https://doi.org/10.1007/978-3-319-68445-1_66
Download citation
DOI: https://doi.org/10.1007/978-3-319-68445-1_66
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-68444-4
Online ISBN: 978-3-319-68445-1
eBook Packages: Computer ScienceComputer Science (R0)