Stacking Ensemble Learning for Housing Price Prediction: a Case Study in Thailand

Gan Srirutchataboon, Saranpat Prasertthum,Ekapol Chuangsuwanich,Ploy N. Pratanwanich,Chotirat Ratanamahatana

2021 13th International Conference on Knowledge and Smart Technology (KST)（2021）

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摘要

In this paper, we analyze the housing price data obtained from a leading Thai real estate website and Open Street Maps (OSM) to identify the features that affect the housing price in Thailand from 2015 to 2019. Moreover, we propose a model based on a stacking ensemble learning framework, where the predictions are generated by stacking three base learning models consisting of a convolutional neural...

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关键词

stacking model,CNN,housing price prediction,machine learning,linear regression

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