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No Time Limit and Time Limit Model of Multiple Round Dutch Auction Based on Genetic Network Programming

机译:基于遗传网络程序设计的多轮荷兰拍卖无时间限制和时间限制模型

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摘要

Nowadays, Dutch auction is used widely at online auction sites. To make online Dutch auction more efficient and more intelligent, it is useful to develop an agent using evolutionary computation which will be adaptive to different auction environments. In this paper, a Genetic Network Programming (GNP) based strategy for auction agents has been proposed to do auctions in multiple round Dutch Auction environments under two types of auction models, no time limit model and time limit model. GNP is a graph-based evolutionary method extended from Genetic Algorithms (GA) and Genetic Programming (GP), which can create optimal solutions by evolution. Although the application of GNP to English auction has been done already, here, a new GNP structure is used for Dutch auction. The simulation results show that the GNP based strategy can also make the agents work well in Dutch auction and the advanced GNP structure makes the agents perform better than that in English auction.
机译:如今,荷兰式拍卖已广泛用于在线拍卖网站。为了使在线荷兰式拍卖更有效率和更智能,使用进化计算开发可适应不同拍卖环境的代理是有用的。在本文中,已经提出了一种基于遗传网络编程(GNP)的拍卖代理策略,可以在两种类型的拍卖模型(无时间限制模型和时间限制模型)下在多轮荷兰拍卖环境中进行拍卖。 GNP是从遗传算法(GA)和遗传编程(GP)扩展而来的基于图的进化方法,可以通过进化来创建最佳解决方案。尽管已经将GNP应用于英语拍卖,但在这里,荷兰拍卖使用了新的GNP结构。仿真结果表明,基于GNP的策略还可以使代理商在荷兰拍卖中表现良好,先进的GNP结构使代理商的业绩要优于英国拍卖。

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