TY - GEN
T1 - Leximin asymmetric multiple objective DCOP on factor graph
AU - Matsui, Toshihiro
AU - Silaghi, Marius
AU - Okimoto, Tenda
AU - Hirayama, Katsutoshi
AU - Yokoo, Makoto
AU - Matsuo, Hiroshi
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2015.
PY - 2015
Y1 - 2015
N2 - Leximin AMODCOP has been proposed as a class of Multiple Objective Distributed Constraint Optimization Problems, where multiple objectives for individual agents are optimized based on the leximin operator. This problem also relates to Asymmetric DCOPs with the criteria of fairness among agents, which is an important requirement in practical resource allocation tasks. Previous studies explore only Leximin AMODCOPs on constraint graphs limited to functions with unary or binary scopes.We address the Leximin AMODCOPs on factor graphs that directly represent n-ary functions. A dynamic programming method on factor graphs is investigated as an exact solution method. In addition, for relatively dense problems, we also investigate several inexact algorithms.
AB - Leximin AMODCOP has been proposed as a class of Multiple Objective Distributed Constraint Optimization Problems, where multiple objectives for individual agents are optimized based on the leximin operator. This problem also relates to Asymmetric DCOPs with the criteria of fairness among agents, which is an important requirement in practical resource allocation tasks. Previous studies explore only Leximin AMODCOPs on constraint graphs limited to functions with unary or binary scopes.We address the Leximin AMODCOPs on factor graphs that directly represent n-ary functions. A dynamic programming method on factor graphs is investigated as an exact solution method. In addition, for relatively dense problems, we also investigate several inexact algorithms.
UR - http://www.scopus.com/inward/record.url?scp=84950326541&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84950326541&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-25524-8_9
DO - 10.1007/978-3-319-25524-8_9
M3 - Conference contribution
AN - SCOPUS:84950326541
SN - 9783319255231
SN - 9783319255231
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 134
EP - 151
BT - PRIMA 2015
A2 - Torroni, Paolo
A2 - Omicini, Andrea
A2 - Hsu, Jane
A2 - Chen, Qingliang
A2 - Torroni, Paolo
A2 - Omicini, Andrea
A2 - Hsu, Jane
A2 - Chen, Qingliang
A2 - Villata, Serena
A2 - Villata, Serena
PB - Springer Verlag
T2 - 18th International Conference on Principles and Practice of Multi-Agent Systems, PRIMA 2015
Y2 - 26 October 2015 through 30 October 2015
ER -