Agent-based game-theoretic model for collaborative web services: Decision making analysis

被引:17
|
作者
Khosravifar, Babak [1 ]
Bentahar, Jamal [2 ]
Mizouni, Rabeb [3 ]
Otrok, Hadi [3 ]
Alishahi, Mahsa [2 ]
Thiran, Philippe [4 ]
机构
[1] McGill Univ, Fac Art & Sci, Montreal, PQ, Canada
[2] Concordia Univ, Fac Engn & Comp Sci, Montreal, PQ, Canada
[3] Khalifa Univ Sci Technol & Res, Coll Engn, Abu Dhabi, U Arab Emirates
[4] Univ Namur & Sirris, PReCISE Res Ctr, Brussels, Belgium
关键词
Agent computing; Web service; Decision making; Payoff; COMMUNITIES; FRAMEWORK; COALITION; MECHANISM;
D O I
10.1016/j.eswa.2012.12.034
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In agent and (web) service computing, collaboration takes place when distributed entities have limited knowledge and capabilities, so they cannot perform required tasks without interacting and helping each other. For instance, web services, which are loosely-coupled business applications, are called to cooperate in distributed settings for the sake of efficiency. In this context, agents that abstract and act on behalf of web services could act in cooperative groups that gather a number of agents sharing some common goals. Enabling those agent-based web services to decide about their strategies in terms of joining and acting within groups, inviting other agents to join, and leaving a group to act alone is an open issue that we address in this work. In this paper, we propose a framework where agent-based web services select strategies that maximize their outcomes. These strategies could be categorized into cooperative strategies involving other agents and strategies that highlight the single operative attitude. Although cooperation seems to bring better utility to cooperative agents, we highlight that web services in some environments obtain better outcome while they act individually (i.e., outside the group). This means that the cost of cooperation (in some particular cases) might negatively influence the outcome and obtained utility. As solution, we propose in this paper (1) an agent-based model that formalizes web services decision making where different parameters are considered; and (2) a game-theoretic framework that analyzes the web services strategies allowing them to maximize their acting performance where non-zero-sum games are being used. The paper presents theoretical results, which are also confirmed through extensive simulations. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3207 / 3219
页数:13
相关论文
共 50 条
  • [41] A Game-theoretic Analysis of Converged Cellular-VoIP Services
    Banerjee, Nilanjan
    Biswas, Shantanu
    Chintada, Suresh K.
    2006 3RD IEEE CONSUMER COMMUNICATIONS AND NETWORKING CONFERENCE, VOLS 1-3, 2006, : 715 - 719
  • [43] Model-driven agent-based web services IDE
    Li, YS
    Shen, WM
    Ghenniwa, H
    Lu, XH
    CONCEPTUAL MODELING FOR ADVANCED APPLICATION DOMAINS, PROCEEDINGS, 2004, 3289 : 518 - 528
  • [44] Game-Theoretic Frameworks for Epidemic Spreading and Human Decision-Making: A Review
    Huang, Yunhan
    Zhu, Quanyan
    DYNAMIC GAMES AND APPLICATIONS, 2022, 12 (01) : 7 - 48
  • [45] Adaptive Robust Game-Theoretic Decision Making Strategy for Autonomous Vehicles in Highway
    Sankar, Gokul S.
    Han, Kyoungseok
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (12) : 14484 - 14493
  • [46] FORMULATING THREE-WAY DECISION MAKING WITH GAME-THEORETIC ROUGH SETS
    Azam, Nouman
    2013 26TH ANNUAL IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2013, : 695 - 698
  • [47] Game-Theoretic Frameworks for Epidemic Spreading and Human Decision-Making: A Review
    Yunhan Huang
    Quanyan Zhu
    Dynamic Games and Applications, 2022, 12 : 7 - 48
  • [48] Decision Making in Agent-Based Models
    Frances, Guillem
    Rubio-Campillo, Xavier
    Lancelotti, Carla
    Madella, Marco
    MULTI-AGENT SYSTEMS (EUMAS 2014), 2015, 8953 : 370 - 378
  • [49] Decision-making behavior model of agent-based CGF
    Computer Science and Technology Department, Harbin Engineering University, Harbin 150001, China
    不详
    Xitong Fangzhen Xuebao, 2006, 5 (1319-1321+1326):
  • [50] Software Evolution in Web-Service Ecosystems: A Game-Theoretic Model
    Fokaefs, Marios
    Stroulia, Eleni
    SERVICE SCIENCE, 2016, 8 (01) : 1 - 18