An argumentation-based approach for decision making

被引:25
|
作者
Mueller, Jann [1 ]
Hunter, Anthony [1 ]
机构
[1] SAP Res, Belfast BT3 9DT, Antrim, North Ireland
关键词
argumentation; decision making; decision documentation; decision analysis; generating decisions;
D O I
10.1109/ICTAI.2012.82
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The formalisation of design decisions serves two purposes: To support the decision maker in choosing which decision to take (decision analysis), and to document the reasons behind decisions for future reference (decision documentation). Approaches which solve the latter task involve a semi-formal pattern of documenting the reasons for and against each of the options, but they generally do not allow an automation of the decision making process. Approaches which solve the former task use a mathematical model of the problem, in which each option is evaluated numerically with respect to some relevant criteria, but they do not support documentation. We investigate the use of argumentation to both analyse and document decisions, solving both tasks with the same method. Additionally, the system we present is able to generate decisions for analysis, instead of relying on a predefined input of options. We collaborated with an aerospace manufacturer to identify common problems in the industry and to create realistic examples from the engineering domain. We show that our system subsumes a certain class of multi criteria decision making problems and that it improves upon previous argumentation-based decision making systems by adding the capability to generate decisions and by clearly defining the semantics used to choose accepted arguments.
引用
收藏
页码:564 / 571
页数:8
相关论文
共 50 条
  • [31] Argumentation-based negotiation
    Rahwan, I
    Ramchurn, SD
    Jennings, NR
    McBurney, P
    Parsons, S
    Sonenberg, L
    KNOWLEDGE ENGINEERING REVIEW, 2003, 18 (04): : 343 - 375
  • [32] An Argumentation-Based Approach for Goal Reasoning and Explanations Generation
    Morveli-Espinoza, Mariela
    Nieves, Juan Carlos
    Tacla, Cesar Augusto
    Jasinski, Henrique M. R.
    JOURNAL OF LOGIC AND COMPUTATION, 2023, 33 (05) : 984 - 1021
  • [33] An Argumentation-Based Approach for Generating Explanations in Activity Reasoning
    Morveli-Espinoza, Mariela
    Nieves, Juan Carlos
    Tacla, Cesar Augusto
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, MICAI 2023, PT I, 2024, 14391 : 229 - 240
  • [34] A BELIEF REVISION APPROACH FOR ARGUMENTATION-BASED NEGOTIATION AGENTS
    Pilotti, Pablo
    Casali, Ana
    Chesnevar, Carlos
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2015, 25 (03) : 455 - 470
  • [35] An Argumentation-Based Approach for Automatic Evaluation of Design Debates
    Baroni, Pietro
    Romano, Marco
    Toni, Francesca
    Aurisicchio, Marco
    Bertanza, Giorgio
    COMPUTATIONAL LOGIC IN MULTI-AGENT SYSTEMS, CLIMA XIV, 2013, 8143 : 340 - 356
  • [36] An Approach to Establish the Negotiation Agenda in Argumentation-based Contexts
    Monteserin, Ariel
    Amandi, Analia
    2013 BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS), 2013, : 33 - 37
  • [37] Argumentation-Based Negotiation? Negotiation-Based Argumentation!
    Landes, Juergen
    Buettner, Ricardo
    E-COMMERCE AND WEB TECHNOLOGIES, EC-WEB 2012, 2012, 123 : 149 - 162
  • [38] A framework for argumentation-based negotiation
    Sierra, C
    Jennings, NR
    Noriega, P
    Parsons, S
    INTELLIGENT AGENTS IV: AGENT THEORIES, ARCHITECTURES, AND LANGUAGES, 1998, 1365 : 177 - 192
  • [39] Dealing with the dynamics of proof-standard in argumentation-based decision aiding
    Ouerdane, Wassila
    Maudet, Nicolas
    Tsoukias, Alexis
    STAIRS 2010: PROCEEDINGS OF THE FIFTH STARTING AI RESEARCHERS' SYMPOSIUM, 2011, 222 : 225 - 237
  • [40] An approach to improve argumentation-based epistemic planning with contextual preferences
    Teze, Juan C. L.
    Godo, Lluis
    Simari, Gerardo I.
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2022, 151 : 130 - 163