尝试使用2型模糊逻辑系统来协助房地产评估

Michał Sygnowski, B. Trawinski, Aleksander Zgrzywa
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引用次数: 5

摘要

在专家的帮助下,开发了一个协助房地产评估的Takagi-Sugeno-Kang 1型模糊系统,该系统包含与被评估财产的主要属性有关的输入变量。采用进化算法生成了TSK零阶模糊系统的规则库。为了反映现有数据的不确定性,将1型模糊模型扩展为2型模糊模型,采用单例函数作为二度隶属函数。对两种模型进行了比较研究。实验是用实际数据进行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An attempt to use a type-2 fuzzy logic system to assist with real estate appraisals
A Takagi-Sugeno-Kang type-1 fuzzy system to assist with real estate appraisals was developed with the aid of experts and comprised input variables relating to main attributes of a property being appraised. The rule bases of TSK zero-order fuzzy systems were generated using evolutionary algorithms. In order to reflect the uncertainty of available data, the type-1 fuzzy model was extended to the type-2 one using a singleton function as the second degree membership function. The comparative study of both models was carried out. The experiments were conducted using actual data.
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