On MV-Algebraic Versions of the Strong Law of Large Numbers

Many-valued (MV; the many-valued logics considered by Łukasiewicz)-algebras are algebraic systems that generalize Boolean algebras. The MV-algebraic probability theory involves the notions of the state and observable, which abstract the probability measure and the random variable, both considered in the Kolmogorov probability theory. Within the MV-algebraic probability theory, many important theorems (such as various versions of the central limit theorem or the individual ergodic theorem) have been recently studied and proven. In particular, the counterpart of the Kolmogorov strong law of large numbers (SLLN) for sequences of independent observables has been considered. In this paper, we prove generalized MV-algebraic versions of the SLLN, i.e., counterparts of the Marcinkiewicz–Zygmund and Brunk–Prokhorov SLLN for independent observables, as well as the Korchevsky SLLN, where the independence of observables is not assumed. To this end, we apply the classical probability theory and some measure-theoretic methods. We also analyze examples of applications of the proven theorems. Our results open new directions of development of the MV-algebraic probability theory. They can also be applied to the problem of entropy estimation.

[1]  Dagmar Markechová,et al.  Logical Entropy and Logical Mutual Information of Experiments in the Intuitionistic Fuzzy Case , 2017, Entropy.

[2]  Daniele Mundici,et al.  Logic of infinite quantum systems , 1993 .

[3]  Olgierd Hryniewicz,et al.  Strong Laws of Large Numbers for IVM-Events , 2019, IEEE Transactions on Fuzzy Systems.

[4]  B. Riecan,et al.  Integral, Measure, and Ordering , 1997 .

[5]  Beloslav Riečan,et al.  Probability on MV algebras , 1997 .

[6]  Magdaléna Rencová A generalization of probability theory on MV-algebras to IF-events , 2010, Fuzzy Sets Syst..

[7]  Katarína Lendelová,et al.  Representation of IF-probability on MV-algebras , 2006, Soft Comput..

[8]  Beloslav Riecan,et al.  Probability Theory on IF Events , 2006, Algebraic and Proof-theoretic Aspects of Non-classical Logics.

[9]  B. Riečan On the probability theory on MV algebras , 2000, Soft Comput..

[10]  A. Antos,et al.  Convergence properties of functional estimates for discrete distributions , 2001 .

[11]  FUZZY SETS, DIFFERENCE POSETS AND MV-ALGEBRAS , 1995 .

[12]  Sylvia Pulmannová A note on observables on MV-algebras , 2000, Soft Comput..

[13]  Sylvia Pulmannová,et al.  New trends in quantum structures , 2000 .

[14]  Beloslav Riecan,et al.  On invariant IF-state , 2018, Soft Comput..

[15]  A generalization of the Petrov strong law of large numbers , 2014, 1408.3844.

[16]  O. L. R. Jacobs,et al.  Trends and progress in system identification , 1982, Autom..

[17]  Olgierd Hryniewicz,et al.  On central limit theorems for IV-events , 2018, Soft Comput..

[18]  Olgierd Hryniewicz,et al.  On generalized versions of central limit theorems for IF-events , 2016, Inf. Sci..

[19]  Yun Gao,et al.  Estimating the Entropy of Binary Time Series: Methodology, Some Theory and a Simulation Study , 2008, Entropy.

[20]  MV-Observables and MV-Algebras , 2001 .

[21]  Fernando Pérez-Cruz,et al.  Estimation of Information Theoretic Measures for Continuous Random Variables , 2008, NIPS.

[22]  C. Chang,et al.  Algebraic analysis of many valued logics , 1958 .

[23]  J. Kacprzyk,et al.  A concept of a probability of an intuitionistic fuzzy event , 1999, FUZZ-IEEE'99. 1999 IEEE International Fuzzy Systems. Conference Proceedings (Cat. No.99CH36315).

[24]  Will Perkins ON THE STRONG LAW OF LARGE NUMBERS , 2004 .

[25]  Kerstin Vogler,et al.  Algebraic Foundations Of Many Valued Reasoning , 2016 .

[26]  Abubakr Gafar Abdalla,et al.  Probability Theory , 2017, Encyclopedia of GIS.

[27]  Olgierd Hryniewicz,et al.  Generalized versions of MV-algebraic central limit theorems , 2015, Kybernetika.

[28]  C. Carathéodory,et al.  Mass und Integral und ihre Algebraisierung , 1956 .

[29]  D. Mundici Advanced Łukasiewicz calculus and MV-algebras , 2011 .

[30]  Lavinia Corina Ciungu,et al.  Representation theorem for probabilities on IFS-events , 2010, Inf. Sci..

[31]  Katarína Lendelová,et al.  Conditional IF-probability , 2006, SMPS.