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Predicting carpark Prices Indices in Hong Kong Using AutoML

Computer Modeling in Engineering & Sciences 2023年第3期134卷 2247-2282页

作者： Rita YiMan Li Lingxi Song Bo Li M.James C.Crabbe Xiao-Guang Yue Sustainable Real Estate Research Center Hong Kong Shue Yan UniversityHong Kong999077China Chakrabongse Bhuvanarth International Institute for Interdisciplinary Studies Rajamangala University of Technology Tawan-OkBangkok10400Thailand Zhongyuan Region Company Jinke Property Group Co.Ltd.Zhengzhou450000China Wolfson College Oxford UniversityOxfordOX26UDUK Institute of Biomedical and Environmental Science&Technology University of BedfordshireLutonLU13JUUK School of Life Sciences Shanxi UniversityTaiyuan030006China Department of Computer Science and Engineering European University CyprusNicosia1516Cyprus

The aims of this study were threefold:1)study the research gap in carpark and price index via big data and natural language processing,2)examine the research gap of carpark indices,and 3)construct carpark price indices via repeat sales methods and predict carpark indices via the *** researching the keyword“carpark”in Google Scholar,the largest electronic academic database that coversWeb of Science and Scopus indexed articles,this study obtained 999 articles and book chapters from 1910 to *** confirmed that most carpark research threw light on multi-storey carparks,management and ventilation systems,and reinforced concrete *** most common research method was case *** price index research,many previous studies focused on consumer,stock,press and futures,with many keywords being related to finance and *** indicated that there is no research predicting carpark price indices based on an AutoML *** study constructed repeat sales indices for 18 districts in Hong Kong by using 34,562 carpark transaction records from December 2009 to June ***’s carpark price was about four times that of Yuen Long’s carpark price,indicating the considerable carpark price differences inHong *** research evidenced the features that affected the carpark price indices models most:gold price ranked the first in all 19 models;oil price or Link stock price ranked second depending on the district,and carpark affordability ranked third.

关键词： carpark repeat sales index AutoML Hong Kong natural language processing tokenization

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