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Artificial intelligence in real estate market analysis

机译:房地产市场分析中的人工智能

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Real estate has always been an important investment opportunity. With a diverse set of financial instruments linked to real estate assets, it is significant for both investors and intermediaries. In this paper we assess how artificial intelligence can be used to improve our understanding for the real estate market changes. We suggest and test a three-stage model in support for real estate valuation and market forecasting, that is able to account for global economic factors as well as for individual characteristics influencing property prices. Every stage provides for using different artificial intelligence and machine learning methods in order to automate processing of market data and assess how qualitative factors affect valuation. We conduct a survey on the accuracy of the model NAREIT and BGREIT index data.
机译:房地产一直是一个重要的投资机会。 拥有与房地产资产相关的各种金融工具,对投资者和中介机构都很重要。 在本文中,我们评估人工智能如何用于改善我们对房地产市场变化的理解。 我们建议并测试了一个三阶段模型,支持房地产估值和市场预测,能够考虑全球经济因素以及影响房地产价格的个别特征。 每个阶段都提供了使用不同的人工智能和机器学习方法,以便自动化市场数据的处理,并评估定性因素如何影响估值。 我们对Nareit和BGREET指标数据的模型准确性进行了调查。

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