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AUTOMATED VALUATION SYSTEM AND METHOD OF PROPERTY PRICE BASED ON AN ENSEMBLE LEARNING TECHNIQUE

机译:基于包涵学习技术的房地产价格自动评估系统和方法

摘要

A real estate database in which actual transaction prices, geographical coordinates, and similar price zone data for each real estate are stored in advance; The model price and the non-parametric model are applied to the real price, geographical coordinates and similar price zone data of the real estate to calculate the price of each model for the predetermined real estate of the population, and the price of each model is the same or different from each other The weighted price is calculated to determine the price difference according to the physical location through whether the calculated weighted price is similar to the comparable price compartment data of the real estate. A pricing model design module that calculates an estimated price by interpolating a weighted price on a space in consideration of a physical location when a price difference according to a location is equal to or greater than a predetermined reference value; An estimated price validation module for verifying the validity of the estimated price by comparing the estimated price with the actual transaction price; A population price estimation module for calculating the estimated price of the remaining real estate in the population according to the calculation method of the price estimation model design module when the validity is verified; An estimated price adequacy review module that examines the adequacy of the estimated price of the remaining real estate in the population against the price range for the estimated price of the population real estate and the price range of the actual transaction price; If the estimated price is deemed to be reasonable, an estimated price providing module that provides the estimated estimated price online is constructed.;
机译:一个房地产数据库,其中预先存储了每个房地产的实际交易价格,地理坐标和类似的价格区数据;将模型价格和非参数模型应用于房地产的实际价格,地理坐标和类似的价格区域数据,以计算人口的预定房地产的每个模型的价格,每个模型的价格为彼此相同或不同通过计算得出的加权价格是否与房地产的可比价格区间数据相似,计算加权价格以根据实际位置确定价格差异。定价模型设计模块,当根据位置的价格差等于或大于预定参考值时,通过考虑物理位置在空间上内插加权价格来计算估计价格;估计价格验证模块,用于通过将估计价格与实际交易价格进行比较来验证估计价格的有效性;人口价格估计模块,用于在验证有效性后根据价格估计模型设计模块的计算方法,计算人口中剩余房地产的估计价格;估计价格充足性审查模块,用于检查人口中剩余房地产的估计价格相对于人口房地产的估计价格的价格范围和实际交易价格的价格范围是否足够;如果估计价格被认为是合理的,则构造一个在线提供估计价格的估计价格提供模块。

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