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A method for generating a learning model for predicting real estate transaction price

机译:一种生成预测房地产交易价格的学习模型的方法

摘要

The method of generating a learning model for predicting real estate transaction price of the present invention comprises the steps of dividing a loaded data set into a training set and a test set based on a specific time point; forming an instance by extracting or adding a feature for each data of the training set; generating a decision tree-based time series trend prediction learning model by performing gradient boosting based on the instances of the training set; forming instances on the test set data by feature extraction or addition in the same manner as the training set; generating virtual data in which the actual transaction price is predicted by inputting the instance characteristics of the test set data to the learning model; Measuring the error between the actual transaction price of the virtual data and the test set data, when the target performance is not met, by varying the hyperparameter of the learning model creation step to further expand the learning tree, and fixing the learning model when the target performance is satisfied includes
机译:生成用于预测本发明的房地产交易价格的学习模型的方法包括将加载的数据集分成训练集的步骤和基于特定时间点的测试集;通过提取或添加训练集的每个数据来形成实例;通过基于训练集的实例执行梯度升级,通过执行梯度提升来生成决策树的时间序列趋势预测学习模型;通过特征提取或以与训练集的方式添加的特征提取或添加形成数据;通过将测试集数据的实例特征输入到学习模型来生成实际交易价格的生成虚拟数据;测量虚拟数据的实际交易价格与测试集数据之间的误差,当不满足目标性能时,通过改变学习模型创建步骤的超级参数来进一步扩展学习树,并在此时修复学习模型满足目标性能包括

著录项

  • 公开/公告号KR20210082104A

    专利类型

  • 公开/公告日2021-07-02

    原文格式PDF

  • 申请/专利权人 탱커주식회사;

    申请/专利号KR1020200182064

  • 发明设计人 임현서;

    申请日2020-12-23

  • 分类号G06Q50/16;G06Q30/02;

  • 国家 KR

  • 入库时间 2022-08-24 20:04:56

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