Abstract
States of a dynamical information system can be represented by points on a statistical manifold—a subset of a vector space endowed with an information topology. An evolution of such a system is considered here with respect to changes in information rather than changes in time, because differences between states are represented by an information distance. Here we consider an optimal system maximizing a utility of an abstract information resource, and then analyze properties of information such that an optimal system is described by an evolution operator or a semigroup. The latter is generated by an operator that can be interpreted as a utility, payoff or a fitness function. We discuss the advantages and applications of the proposed approach.
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Belavkin R.V.: Information trajectory of optimal learning. In: Hirsch, M.J, Pardalos, P.M, Murphey, R (eds) Dynamics of Information Systems: Theory and Applications, Springer Optimization and Its Applications Series, vol. 40, Springer, Berlin (2010)
Belavkin, R.V.: Utility and value of information in cognitive science, biology and quantum theory. In: Accardi, L., Freudenberg, W., Ohya, M. (eds.) Quantum Bio-Informatics III, QP-PQ: Quantum Probability and White Noise Analysis, vol. 26. World Scientific (2010)
Bellman R.E.: Dynamic Programming. Princeton University Press, Princeton (1957)
Bourbaki N.: Eléments de mathématiques. Intégration. Hermann, Paris (1963)
Broom M., Cannings C., Vickers G.T.: Sequential methods in patterns of ESS’s. J. Math. Biol. 22, 597–615 (1994)
Chentsov, N.N.: Statistical Decision Rules and Optimal Inference. Nauka, Moscow (1972), English translation: AMS, Providence (in Russian) (1982)
Davey B.A., Priestley H.A.: Introduction to Lattices and Order, 2nd edn. Cambridge University Press, Cambridge (2002)
Grundel D., Murphey R., Pardalos P., Prokopyev O. (eds) Cooperative Systems: Control and Optimization, Lecture Notes in Economics and Mathematical Systems, vol. 588. Springer, Berlin (2007)
Hirsch, M.J., Commander, C., Pardalos, P.M., Murphey, R. (eds.) Optimization and Cooperative Control Strategies: Proceedings of the 8th International Conference on Cooperative Control and Optimization, Lecture Notes in Control and Information Sciences, vol. 381. Springer, Berlin (2009)
Hirsch M.J., Pardalos P.M., Murphey R. (eds) Dynamics of Information Systems, Springer Optimization and Its Applications, vol. 40. Springer, Berlin (2010)
Kachurovskii R.I.: Nonlinear monotone operators in Banach spaces. Russian Math. Surv. 23(2), 117–165 (1968)
Kullback S., Leibler R.A.: On information and sufficiency. Ann. Math. Stat. 22(1), 79–86 (1951)
Moreau, J.J.: Functionelles Convexes. Lectrue Notes, Séminaire sur les équations aux derivées partielles. Collége de France, Paris (1967)
von Neumann J., Morgenstern O.: Theory of Games and Economic Behavior, 1st edn. Princeton University Press, Princeton (1944)
Nowak M.A.: Evolutionary Dynamics: Exploring the Equations of Life. Harvard University Press, Cambridge (2006)
Pavel N.H.: Nonlinear Evolution Operators and Semigroups: Applications to Partial Differential Equations, Lecture Notes in Mathematics, vol. 1260. Springer, Berlin (1987)
Pazy A.: Semigroups of Linear Operators and Applications to Partial Differential Equations, Applied Mathematical Sciences, vol. 44. Springer, Berlin (1983)
Pontryagin L.S, Boltyanskii V.G, Gamkrelidze R.V, Mishchenko E.F.: The mathematical theory of optimal processes. Wiley, New York (1962) (translated from Russian)
Rockafellar, R.T.: Conjugate Duality and Optimization, CBMS-NSF Regional Conference Series in Applied Mathematics, vol. 16. Society for Industrial and Applied Mathematics, PA (1974)
Stratonovich R.L.: value of information. Izvestiya USSR Acad. Sci. Tech. Cybern. 5, 3–12 (1965) (in Russian)
Tikhomirov, V.M.: Convex analysis. In: Analysis II, Encyclopedia of Mathematical Sciences, vol. 14, pp. 1–92. Springer, Berlin (1990)
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Belavkin, R.V. On evolution of an information dynamic system and its generating operator. Optim Lett 6, 827–840 (2012). https://doi.org/10.1007/s11590-011-0325-z
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DOI: https://doi.org/10.1007/s11590-011-0325-z