住房研究回顾三十年:文本挖掘方法

Soon Mahn Park, Ho Jin Lee, (Eun Sang Jung, S. You, Yeong Woo Nam, K. Ji
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引用次数: 0

摘要

我们分析了1993年至2021年期间住房研究评论的研究趋势。特别地,我们采用文本挖掘方法:词频分析、词云技术、N-gram和主题建模,对期刊上所有论文的标题和关键词进行分析。基于这些分析,我们发现,在过去30年里,该期刊上的论文中使用频率最高的词是“住房”和“研究”,其次是“价格”、“家庭”和“收入”。我们的单词接近度分析显示相关度最高的关键词;房价、住房市场、波动和交易量的市场和价格结构;住房入住率和住户住房需求的变化。我们对潜在狄利克雷分配的分析揭示了六个类别;“所有权与公寓”、“价格与空间”、“房地产政策与调控”、“住房市场中的居民决策”、“区域特征评价”、“居住与租赁住房”。最感兴趣的话题与“价格”有关,我们确认感兴趣的话题在过去的几十年里已经发生了变化;从“开发和管理”、“租赁住房和房地产”到“公共住房”。此外,我们的分析证实,住房研究评论的住房研究是全面的,包括各种住房主题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Thirty Years of the Housing Studies Review : A Text-Mining Approach
We analyze the research trend of the Housing Research Review over the period of 1993 to 2021. In particular, adopting text-mining methodologies: word frequency analysis, wordcloud technique, N-gram, and Topic Modeling, we analyze titles and keywords of all the papers on the journal. Based on those analyses, we find that words that the papers on the journal most frequently used over the past 30 years are ‘housing’ and ‘research’, which are followed by ‘price’, ‘househhold’ and ‘income’. Our word proximity analsyis shows the most-related keywords; housing prices, housing markets, fluctuations, and trading volume in terms of market and price structure; housing occupancy and household changes in terms of housing demand. Our analysis of Latent Dirichlet Allocation reveals six categories; ‘the ownership and apartments’, ‘price and space’, ‘real estate policy and regulation’, ‘household’s decision in housing market’, ‘regional characteristics evaluation’, and ‘residency and rental housing’. The most interested topics are related to ‘price’, and we confirm that the topics of interest has been changed over the decades; from ‘development and management’ and ‘rental housing and real estate’ to ‘public housing’. In addition, our analysis confirms that housing research on Housing Studies Review is comprehensive and includes a variety of housing topics.
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