Average Value and Variance of Pattern Statistics in Rational Models

We study the pattern statistics representing the number of occurrences of a given string in a word of length n generated at random by rational stochastic models, defined by means of weighted finite automata. We get asymptotic estimations for the mean value and the variance of these statistics under the hypothesis that the matrix of all transition weights is primitive. Our results extend previous evaluations obtained by assuming ergodic stationary Markovian sources and they yield a general framework to determine analogous estimations under several stochastic models. In particular they show the role of the stationarity hypothesis in such models.

[1]  Philippe Flajolet,et al.  A Calculus for the Random Generation of Labelled Combinatorial Structures , 1994, Theor. Comput. Sci..

[2]  W. J. Thron,et al.  Encyclopedia of Mathematics and its Applications. , 1982 .

[3]  Alain Denise Génération aléatoire uniforme de mots de langages rationnels , 1996, Theor. Comput. Sci..

[4]  E. Seneta Non-negative Matrices and Markov Chains (Springer Series in Statistics) , 1981 .

[5]  Marius Iosifescu,et al.  Finite Markov Processes and Their Applications , 1981 .

[6]  Alain Denise,et al.  Uniform random generation of words of rational languages , 1996 .

[7]  Mariëlle Stoelinga,et al.  An Introduction to Probabilistic Automata , 2002, Bull. EATCS.

[8]  Azaria Paz,et al.  Introduction to probabilistic automata (Computer science and applied mathematics) , 1971 .

[9]  Peter Lancaster,et al.  The theory of matrices , 1969 .

[10]  E. Seneta Non-negative Matrices and Markov Chains , 2008 .

[11]  L. Mirsky,et al.  The Theory of Matrices , 1961, The Mathematical Gazette.

[12]  Jean Berstel,et al.  Rational series and their languages , 1988, EATCS monographs on theoretical computer science.

[13]  Roberto Radicioni,et al.  Probabilistic models for pattern statistics , 2006, RAIRO Theor. Informatics Appl..

[14]  Alberto Bertoni,et al.  On the number of occurrences of a symbol in words of regular languages , 2003, Theor. Comput. Sci..

[15]  M. Lothaire Applied Combinatorics on Words: Analytic Approach to Pattern Matching , 2005 .

[16]  M. Lothaire,et al.  Applied Combinatorics on Words , 2005 .

[17]  P. Rousseeuw,et al.  Wiley Series in Probability and Mathematical Statistics , 2005 .

[18]  P. WHITTLE,et al.  Markov Processes and Their Applications , 1962, Nature.

[19]  Philippe Jacquet,et al.  Analytic Approach to Pattern Matching , 2005 .

[20]  F. R. Gantmakher The Theory of Matrices , 1984 .

[21]  Dominique Perrin,et al.  Rational Probability Measures , 1989, Theor. Comput. Sci..

[22]  Mireille Régnier,et al.  On Pattern Frequency Occurrences in a Markovian Sequence , 1998, Algorithmica.

[23]  Philippe Flajolet,et al.  Motif Statistics , 1999, ESA.