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Linear Prediction in a Multi-Agent Environment

机译:多智能经纪环境中的线性预测

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Agents in an open and distributed environment can achieve their goals better and faster if they can pre-dict future states of their environment. Previous works on predictive agents showed that very simple predic-tion strategies alone are not sufficient in order to deal with complex dynamics (Kephart, Hogg & Huberman 1990) and often took the way of developing a very spe-cialized model in order to predict a highly dynamic model-environment (Hubler &c Pines 1993). Regarding this tradeoff between accuracy and speed we argue that there might be situations where agents have to react in a real-time manner and are doing better by preferring speed over accuracy. Our agents applying Linear Pre-diction observe their environment as a series of time discrete events. This environment could be e.g. the number of agents using a resource at a certain time.
机译:开放式和分布式环境中的代理可以更好地实现目标,如果他们可以预先对其环境的未来国家进行预先解决。之前的预测代理的作品表明,仅对复杂的动态(Kephart,Hogg&Huberman 1990)处理复杂的动态,并且往往采取了非常简单的令人遗憾的策略,并且经常采取旨在预测一个非常SPE-Cialized模型的方式高度动态的模型环境(Hubler&C PINES 1993)。关于这种准确性和速度之间的权衡,我们认为可能存在代理商必须以实时作出反应的情况,并且通过更倾向于速度优先于精度来做得更好。我们的代理应用线性预先用语将其环境视为一系列时间离散事件。这种环境可以是例如在某个时间使用资源的代理数量。

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