Abstract
Vigelis and Cavalcante extended the Naudts’ deformed exponential families to a generic reference density. Here, the special case of Newton’s deformed logarithm is used to construct an Hilbert statistical bundle for an infinite dimensional class of probability densities.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Amari, S.: Dual connections on the Hilbert bundles of statistical models. In: Geometrization of Statistical Theory (Lancaster, 1987), pp. 123–151. ULDM Publ., Lancaster (1987)
Ambrosetti, A., Prodi, G.: A Primer of Nonlinear Analysis, Cambridge Studies in Advanced Mathematics, vol. 34. Cambridge University Press, Cambridge (1993)
Dieudonné, J.: Foundations of Modern Analysis. Academic Press, New York (1960)
Naudts, J.: Generalised Thermostatistics. Springer, London (2011). doi:10.1007/978-0-85729-355-8
Newton, N.J.: An infinite-dimensional statistical manifold modelled on Hilbert space. J. Funct. Anal. 263(6), 1661–1681 (2012)
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)
Schwachhöfer, L., Ay, N., Jost, J., Lê, H.V.: Parametrized measure models. Bernoulli (online-to appear)
Vigelis, R.F., Cavalcante, C.C.: On \(\phi \)-families of probability distributions. J. Theor. Probab. 26, 870–884 (2013)
Zhang, J., Hästö, P.: Statistical manifold as an affine space: a functional equation approach. J. Math. Psychol. 50(1), 60–65 (2006)
Acknowledgments
L. Montrucchio acknowledges the support of Collegio Carlo Alberto Foundation. G. Pistone is a member of GNAFA-INDAM and acknowledges the support of de Castro Statistics Foundation and Collegio Carlo Alberto Foundation.
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
Montrucchio, L., Pistone, G. (2017). Deformed Exponential Bundle: The Linear Growth Case. 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_28
Download citation
DOI: https://doi.org/10.1007/978-3-319-68445-1_28
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)