Ciamac Moallemi

Resource allocation via message passing

Coauthor(s): Benjamin Van Roy.

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Abstract:
We propose a message-passing paradigm for resource allocation problems. This serves to connect ideas from the message-passing literature, which has primarily grown out of the communications, statistical physics, and artificial intelligence communities, with a problem central to operations research. This also provides a new framework for decentralized management that generalizes price-based systems by allowing incentives to vary across activities and consumption levels. We demonstrate that message-based incentives, which are characterized by a new equilibrium concept, lead to system-optimal behavior for convex resource allocation problems yet yield allocations superior to those from price-based incentives for nonconvex problems. We describe a distributed and asynchronous message-passing algorithm for computing equilibrium messages and allocations, and we demonstrate its merits in the context of a network resource allocation problem.

Source: INFORMS Journal on Computing
Exact Citation:
Moallemi, Ciamac, and Benjamin Van Roy. "Resource allocation via message passing." INFORMS Journal on Computing 23, no. 2 (Spring 2011): 205-219.
Volume: 23
Number: 2
Pages: 205-219
Date: Spring 2011