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Agent-based simulation of real-estate transactions

机译:基于代理的房地产交易模拟

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The prices of real-estate market influence the welfare of citizens and the business of real-estate investors. A well-known open challenge is to understand the repercussions of different combinations of individual buying/selling strategies on this market. The current approach is aimed at simulating these repercussions. For this purpose, a novel agent-based simulation tool includes common known strategies. This tool simulates the real-estate transactions from these strategies, showing the evolution of average prices and the results of each strategy (i.e. their success ratio, average price of their transactions and average waiting time). The underlying framework is extensible so that users can easily define and simulate new strategies. The experimentation of this work includes micro-validation of each kind of strategy. It also assesses this tool using a Spanish real-estate website (ldealista.com). The calibration of the tool was performed with the data of a small-medium city (Huesca), and the validation was performed for a different city (Teruel) to avoid overfitting. The results advocate that the current simulator might be an appropriate first step towards the simulation and analysis of the combination of certain buying and selling behaviors in the real-estate market. (C) 2017 Elsevier B.V. All rights reserved.
机译:房地产市场的价格影响着公民的福利和房地产投资者的业务。一个众所周知的公开挑战是要了解该市场上个体购买/出售策略的不同组合所产生的影响。当前的方法旨在模拟这些影响。为此,一种新颖的基于代理的仿真工具包括常见的已知策略。该工具模拟了这些策略的房地产交易,显示了平均价格的演变以及每种策略的结果(即,它们的成功率,交易的平均价格和平均等待时间)。基础框架是可扩展的,因此用户可以轻松定义和模拟新策略。这项工作的实验包括对每种策略的微观验证。它还使用西班牙房地产网站(ldealista.com)评估此工具。使用中小城市(韦斯卡)的数据进行工具的校准,并针对其他城市(特鲁埃尔)进行验证以避免过拟合。结果表明,当前的模拟器可能是对房地产市场中某些买卖行为的组合进行模拟和分析的适当的第一步。 (C)2017 Elsevier B.V.保留所有权利。

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