An efficient local search algorithm for the winner determination problem

被引:5
作者
Zhang, Haochen [1 ]
Cai, Shaowei [2 ]
Luo, Chuan [3 ,4 ]
Yin, Minghao [1 ]
机构
[1] Northeast Normal Univ, Sch Comp Sci & Informat Technol, Changchun 130024, Jilin, Peoples R China
[2] Chinese Acad Sci, Inst Software, State Key Lab Comp Sci, Beijing 100190, Peoples R China
[3] Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
[4] State Key Lab Math Engn & Adv Comp, Wuxi 214125, Peoples R China
基金
中国国家自然科学基金;
关键词
Winner determination problem; Local search; Configuration checking; Pseudo-tie mechanism; CONFIGURATION CHECKING; MINIMUM; HEURISTICS;
D O I
10.1007/s10732-017-9344-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Combinatorial auction, which allows bidders to bid on combinations of items, is an important type of market mechanism. The winner determination problem (WDP) has extensive applications in combinatorial auctions, and attracts more and more attention due to its strong relevance to business. However, this problem is intractable in theory as it has been proven to be NP-hard, and is also a challenging combinatorial optimization problem in practice. This paper is devoted to designing an efficient heuristic algorithm for solving the WDP. This proposed heuristic algorithm dubbed abcWDP is based on an effective yet simple local search framework, and equipped with three novel strategies, i.e., configuration checking, free-bid exploiting, and pseudo-tie mechanism. Extensive computational experiments on a broad range of benchmarks demonstrate that abcWDP performs much better than state-of-the-art algorithms and CPLEX in terms of both revenue and running time. More encouragingly, our abcWDP algorithm as a sequential algorithm even achieves better computational results than the multi-thread implemented algorithm , which confirms its efficiency.
引用
收藏
页码:367 / 396
页数:30
相关论文
共 40 条
  • [1] A new approach for modeling and solving set packing problems
    Alidaee, Bahram
    Kochenberger, Gary
    Lewis, Karen
    Lewis, Mark
    Wang, Haibo
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 186 (02) : 504 - 512
  • [2] Integer programming for combinatorial auction winner determination
    Andersson, A
    Tenhunen, M
    Ygge, F
    [J]. FOURTH INTERNATIONAL CONFERENCE ON MULTIAGENT SYSTEMS, PROCEEDINGS, 2000, : 39 - 46
  • [3] [Anonymous], 2013, Nature Inspired Cooperat. StrategiesOptim., Learn., Optim. Interdiscipl. Appl.
  • [4] [Anonymous], 2013, ARTIF INTELL, DOI DOI 10.1007/978-3-642-29694-929
  • [5] [Anonymous], 2012, P 26 AAAI C ART INT
  • [6] [Anonymous], 2006, COMBINATORIAL AUCTIO
  • [7] [Anonymous], 2014, IEEE C EXPO TRANSPOR
  • [8] Boughaci D., 2010, Journal_of_Mathematical Modelling_and_Algorithms, V9, P165
  • [9] Boughaci D, 2008, LECT NOTES COMPUT SC, V5202, P593, DOI 10.1007/978-3-540-85958-1_48
  • [10] A memetic algorithm for the optimal winner determination problem
    Boughaci, Dalila
    Benhamou, Belaid
    Drias, Habiba
    [J]. SOFT COMPUTING, 2009, 13 (8-9) : 905 - 917