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Addressing stability issues in mediated complex contract negotiations for constraint-based, non-monotonic utility spaces

机译:解决基于约束的非单调效用空间的中介复杂合同谈判中的稳定性问题

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摘要

Negotiating contracts with multiple interdependent issues may yield non- monotonic, highly uncorrelated preference spaces for the participating agents. These scenarios are specially challenging because the complexity of the agents’ utility functions makes traditional negotiation mechanisms not applicable. There is a number of recent research lines addressing complex negotiations in uncorrelated utility spaces. However, most of them focus on overcoming the problems imposed by the complexity of the scenario, without analyzing the potential consequences of the strategic behavior of the negotiating agents in the models they propose. Analyzing the dynamics of the negotiation process when agents with different strategies interact is necessary to apply these models to real, competitive environments. Specially problematic are high price of anarchy situations, which imply that individual rationality drives the agents towards strategies which yield low individual and social welfares. In scenarios involving highly uncorrelated utility spaces, “low social welfare” usually means that the negotiations fail, and therefore high price of anarchy situations should be avoided in the negotiation mechanisms. In our previous work, we proposed an auction-based negotiation model designed for negotiations about complex contracts when highly uncorrelated, constraint-based utility spaces are involved. This paper performs a strategy analysis of this model, revealing that the approach raises stability concerns, leading to situations with a high (or even infinite) price of anarchy. In addition, a set of techniques to solve this problem are proposed, and an experimental evaluation is performed to validate the adequacy of the proposed approaches to improve the strategic stability of the negotiation process. Finally, incentive-compatibility of the model is studied.
机译:谈判具有多个相互依赖的问题的合同可能会为参与人员产生非单调,高度不相关的偏好空间。这些情况特别具有挑战性,因为代理的实用程序功能的复杂性使传统的协商机制不适用。最近有许多研究领域致力于解决不相关公用事业领域中的复杂谈判。然而,他们中的大多数集中于克服由场景的复杂性带来的问题,而没有在他们提出的模型中分析谈判主体的战略行为的潜在后果。当具有不同策略的业务代表交互时,分析谈判过程的动态是将这些模型应用于真实,竞争性环境的必要条件。尤其令人困扰的是无政府状态的高昂代价,这意味着个人理性驱使行动者朝着产生低个人和社会福利的战略迈进。在涉及高度不相关的效用空间的场景中,“低社会福利”通常意味着谈判失败,因此应在谈判机制中避免无政府状态的高昂代价。在我们以前的工作中,我们提出了一种基于拍卖的谈判模型,该模型设计用于在涉及高度不相关,基于约束的效用空间时就复杂合同进行谈判。本文对该模型进行了策略分析,发现该方法引起了稳定性问题,从而导致无政府状态代价高(甚至无限)的情况。此外,提出了一套解决该问题的技术,并进行了实验评估,以验证所提出方法的适当性,以提高谈判过程的战略稳定性。最后,研究了该模型的激励相容性。

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