Walk-Sums, Continued Fractions and Unique Factorisation on Digraphs

We show that the series of all walks between any two vertices of any (possibly weighted) directed graph $\mathcal{G}$ is given by a universal continued fraction of finite depth and breadth involving the simple paths and simple cycles of $\mathcal{G}$. A simple path is a walk forbidden to visit any vertex more than once. We obtain an explicit formula giving this continued fraction. Our results are based on an equivalent to the fundamental theorem of arithmetic: we demonstrate that arbitrary walks on $\mathcal{G}$ factorize uniquely into nesting products of simple paths and simple cycles, where nesting is a product operation between walks that we define. We show that the simple paths and simple cycles are the prime elements of the set of all walks on $\mathcal{G}$ equipped with the nesting product. We give an algorithm producing the prime factorization of individual walks, and obtain a recursive formula producing the prime factorization of sets of walks. Our results have already found applications in machine learning, matrix computations and quantum mechanics.

[1]  Theodore J. Sheskin,et al.  Markov Chains and Decision Processes for Engineers and Managers , 2010 .

[2]  D. Jaksch,et al.  Tunable Supersolids of Rydberg Excitations Described by Quantum Evolutions on Graphs , 2011, 1108.1177.

[3]  Pierre-Louis Giscard,et al.  Evaluating Matrix Functions by Resummations on Graphs: The Method of Path-Sums , 2011, SIAM J. Matrix Anal. Appl..

[4]  Jörg Flum,et al.  Mathematical logic , 1985, Undergraduate texts in mathematics.

[5]  E. Wright,et al.  An Introduction to the Theory of Numbers , 1939 .

[6]  P. Blanchard,et al.  Random Walks and Diffusions on Graphs and Databases: An Introduction , 2011 .

[7]  Richard M. Karp,et al.  Reducibility Among Combinatorial Problems , 1972, 50 Years of Integer Programming.

[8]  Daniel J. Brass,et al.  Network Analysis in the Social Sciences , 2009, Science.

[9]  Dmitry M. Malioutov,et al.  Walk-Sums and Belief Propagation in Gaussian Graphical Models , 2006, J. Mach. Learn. Res..

[10]  D. Cassi,et al.  Random walks on graphs: ideas, techniques and results , 2005 .

[11]  Chengzhen Cai,et al.  Rouse Dynamics of a Dendrimer Model in the ϑ Condition , 1997 .

[12]  Norman Biggs Algebraic Graph Theory: Index , 1974 .

[13]  H. Bethe Statistical Theory of Superlattices , 1935 .

[14]  J. Fröhlich,et al.  The random walk representation of classical spin systems and correlation inequalities , 1982 .

[15]  L. Eggan Transition graphs and the star-height of regular events. , 1963 .

[16]  D. Jaksch,et al.  The walk-sum method for simulating quantum many-body systems , 2012, 1204.5087.

[17]  Maurice Auslander,et al.  Representation Theory of Artin Algebras: Notation , 1995 .

[18]  Chengzhen Cai,et al.  Dynamics of Starburst Dendrimers , 1999 .

[19]  Paul M. Cohn,et al.  Noncommutative unique factorization domains , 1963 .

[20]  Philippe Flajolet,et al.  Analytic Combinatorics , 2009 .

[21]  Tsit Yuen Lam,et al.  A first course in noncommutative rings , 2002 .

[22]  R. Baxter Exactly solved models in statistical mechanics , 1982 .

[23]  Dimitri Volchenkov,et al.  Random Walks and Diffusions on Graphs and Databases , 2011 .

[24]  S. Galovich,et al.  Unique Factorization Rings with Zero Divisors , 1978 .

[25]  D. D. Anderson,et al.  Unique factorization rings with zero divisors , 1999 .

[26]  Alistair Savage Finite-dimensional algebras and quivers , 2005, math/0505082.

[27]  George Stacey Staples,et al.  A New Adjacency Matrix for Finite Graphs , 2008 .

[28]  Gregory F. Lawler,et al.  Random Walk: A Modern Introduction , 2010 .

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

[30]  G. Lawler A self-avoiding random walk , 1980 .

[31]  A. Terras Zeta Functions of Graphs: Chaos , 2010 .

[32]  N. McCoy,et al.  PRIME IDEALS IN NONASSOCIATIVE RINGS , 1958 .