Title :
On the Interpretation of Survey Propagation
Author :
Tu, Ronghui ; Mao, Yongyi ; Zhao, Jiying
Author_Institution :
Ottawa Univ., Ottawa
Abstract :
In this paper, we unify survey propagation (SP) for constraint-satisfaction problems as "probabilistic token passing" algorithms. We show that the reduction of SP from belief propagation (BP) for general problems requires a modification of the BP message-passing rule, namely, introducing what we call a state-decoupling operation on the BP messages. This raises a question mark on the recent "folk belief" that SP is BP.
Keywords :
belief networks; computability; computational complexity; constraint theory; message passing; BP message-passing rule; belief propagation; constraint-satisfaction problem; folk belief; probabilistic token passing algorithm; state-decoupling operation; survey propagation; Algorithm design and analysis; Belief propagation; Channel coding; Heuristic algorithms; Information technology; Markov random fields; Physics; Source coding;
Conference_Titel :
Information Theory, 2007. CWIT '07. 10th Canadian Workshop on
Conference_Location :
Edmonton, Alta.
Print_ISBN :
1-4244-0769-9
Electronic_ISBN :
1-4244-0769-9
DOI :
10.1109/CWIT.2007.375705