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Towards a Definition of Robustness for Market-Style Open Multi-Agent Systems

机译:朝着市场风格开放式多代理系统的稳健性定义

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Multi-agent systems (MAS) are an integral part of current (D)AI research. Their success and the success of agent technology is in the majority of the literature ascribed to three major advantages, one of which is that multi-agent systems are robust systems (cf. [1, 9]). Although the literature treats robustness like an inherent feature of MAS (which it is not), there is hardly any discussion on what robustness actually means (a rare exception is the work of Kaminka and Tambe and Klein and Dellarocas). Just like any other artificial complex system, multi-agent systems need to be specifically designed to be robust. Compared to conventional computer science, the issue of robustness in MAS is different. Most computer science systems are transformational systems, which means they compute a function on some input. Here, techniques for ensuring robustness exist (e.g. cf. [6]). However, the most interesting multi-agent systems are open systems, which do not explicitly compute a function (e.g. looking at the most predominant example of an open system, namely the Internet, as computing a function certainly misses the point).
机译:多种代理系统(MAS)是当前(D)AI研究的一个组成部分。他们的成功和代理技术的成功是大多数文献归因于三个主要优势,其中一个是多种代理系统是强大的系统(CF. [1,9])。虽然文献对待鲁棒性,如MAS的固有特征(其不是),但几乎没有任何讨论实际意味着什么(罕见的例外是Kaminka和Tambe和Klein和Dellarocas的工作)。就像任何其他人造复杂系统一样,多种代理系统需要专门设计为坚固。与传统的计算机科学相比,MAS稳健问题是不同的。大多数计算机科学系统都是转型系统,这意味着它们在某些输入上计算函数。这里,存在确保鲁棒性的技术(例如,CF. [6])。然而,最有趣的多代理系统是开放系统,不明确计算函数(例如,查看开放系统的最主要示例,即互联网,作为计算功能肯定会错过该点)。

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