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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 29 / No.1: The Twenty-Ninth Conference on Artificial Intelligence

Solving Distributed Constraint Optimization Problems Using Logic Programming

March 8, 2023

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Authors

Tiep Le

New Mexico State University


Tran Son

New Mexico State University


Enrico Pontelli

New Mexico State University


William Yeoh

New Mexico State University


DOI:

10.1609/aaai.v29i1.9365


Abstract:

This paper explores the use of answer set programming (ASP) in solving distributed constraint optimization problems (DCOPs). It makes the following contributions: (i)~It shows how one can formulate DCOPs as logic programs; (ii)~It introduces ASP-DPOP, the first DCOP algorithm that is based on logic programming; (iii)~It experimentally shows that ASP-DPOP can be up to two orders of magnitude faster than DPOP (its imperative-programming counterpart) as well as solve some problems that DPOP fails to solve due to memory limitations; and (iv)~It demonstrates the applicability of ASP in the wide array of multi-agent problems currently modeled as DCOPs.

Topics: AAAI

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HOW TO CITE:

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh Solving Distributed Constraint Optimization Problems Using Logic Programming Proceedings of the AAAI Conference on Artificial Intelligence, 29 (2015) .

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh Solving Distributed Constraint Optimization Problems Using Logic Programming AAAI 2015, .

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh (2015). Solving Distributed Constraint Optimization Problems Using Logic Programming. Proceedings of the AAAI Conference on Artificial Intelligence, 29, .

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh. Solving Distributed Constraint Optimization Problems Using Logic Programming. Proceedings of the AAAI Conference on Artificial Intelligence, 29 2015 p..

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh. 2015. Solving Distributed Constraint Optimization Problems Using Logic Programming. "Proceedings of the AAAI Conference on Artificial Intelligence, 29". .

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh. (2015) "Solving Distributed Constraint Optimization Problems Using Logic Programming", Proceedings of the AAAI Conference on Artificial Intelligence, 29, p.

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh, "Solving Distributed Constraint Optimization Problems Using Logic Programming", AAAI, p., 2015.

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh. "Solving Distributed Constraint Optimization Problems Using Logic Programming". Proceedings of the AAAI Conference on Artificial Intelligence, 29, 2015, p..

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh. "Solving Distributed Constraint Optimization Problems Using Logic Programming". Proceedings of the AAAI Conference on Artificial Intelligence, 29, (2015): .

Tiep Le|| Tran Son|| Enrico Pontelli|| William Yeoh. Solving Distributed Constraint Optimization Problems Using Logic Programming. AAAI[Internet]. 2015[cited 2023]; .


ISSN: 2374-3468


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