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Constructing a unifying theory of dynamic programming DCOP algorithms via the generalized distributive law.

Authors :
Vinyals, Meritxell
Rodriguez-Aguilar, Juan
Cerquides, Jesús
Source :
Autonomous Agents & Multi-Agent Systems; May2011, Vol. 22 Issue 3, p439-464, 26p, 2 Charts, 7 Graphs
Publication Year :
2011

Abstract

In this paper we propose a novel message-passing algorithm, the so-called Action-GDL, as an extension to the generalized distributive law (GDL) to efficiently solve DCOPs. Action-GDL provides a unifying perspective of several dynamic programming DCOP algorithms that are based on GDL, such as DPOP and DCPOP algorithms. We empirically show how Action-GDL using a novel distributed post-processing heuristic can outperform DCPOP, and by extension DPOP, even when the latter uses the best arrangement provided by multiple state-of-the-art heuristics. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13872532
Volume :
22
Issue :
3
Database :
Complementary Index
Journal :
Autonomous Agents & Multi-Agent Systems
Publication Type :
Academic Journal
Accession number :
59438931
Full Text :
https://doi.org/10.1007/s10458-010-9132-7