Kalman Filtering, Factor Graphs and Electrical Networks

Abstract Factor graphs are graphical models with origins in coding theory. It is well known that Kalman filtering is an instance of the generic sum(mary)-product algorithm on the corresponding factor graph. In this paper, a one-to-one correspondence between such factor graphs and a class of electrical networks is presented. The electrical network “computes” correct Bayesian estimates even for factor graphs with cycles.

[1]  A. Recski Matroid theory and its applications in electric network theory and in statics , 1989 .

[2]  G. Forney,et al.  Codes on graphs: normal realizations , 2000, 2000 IEEE International Symposium on Information Theory (Cat. No.00CH37060).

[3]  Jack B. Dennis,et al.  Mathematical Programming and Electrical Networks , 1959, The Mathematical Gazette.

[4]  Niclas Wiberg,et al.  Codes and Decoding on General Graphs , 1996 .

[5]  Alan J. Davies A course in mathematics for students of physics 2 , by Paul Bamberg and Shlomo Sterberg. Pp 443. £60 (hardback). 1990. ISBN 0-521-33245-1 (Cambridge University Press) , 1991 .

[6]  B. Anderson,et al.  Optimal Filtering , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[7]  Thomas Kailath,et al.  Linear Systems , 1980 .

[8]  Carver Mead,et al.  Analog VLSI and neural systems , 1989 .

[9]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[10]  Hans-Andrea Loeliger,et al.  On Factor Graphs and Electrical Networks , 2003, Mathematical Systems Theory in Biology, Communications, Computation, and Finance.

[11]  Thomas L. Magnanti,et al.  Fenchel and Lagrange duality are equivalent , 1974, Math. Program..

[12]  Hans-Andrea Loeliger,et al.  Probability propagation and decoding in analog VLSI , 2001, IEEE Trans. Inf. Theory.

[13]  H. Loeliger,et al.  Least Squares and Kalman Filtering on Forney Graphs , 2002 .

[14]  Hans-Andrea Loeliger,et al.  A nonalgorithmic maximum likelihood decoder for trellis codes , 1993, IEEE Trans. Inf. Theory.

[15]  X. Jin Factor graphs and the Sum-Product Algorithm , 2002 .

[16]  Benjamin Van Roy,et al.  An analysis of belief propagation on the turbo decoding graph with Gaussian densities , 2001, IEEE Trans. Inf. Theory.

[17]  William T. Freeman,et al.  On the optimality of solutions of the max-product belief-propagation algorithm in arbitrary graphs , 2001, IEEE Trans. Inf. Theory.

[18]  J. Willems Paradigms and puzzles in the theory of dynamical systems , 1991 .

[19]  D. W. Carter A circuit theory of the Kalman filter , 1993, Proceedings of 32nd IEEE Conference on Decision and Control.