The determinants of Airbnb prices in New York City: a spatial quantile regression approach

被引:2
|
作者
Bernardi, Mauro [1 ]
Guidolin, Mariangela [1 ]
机构
[1] Univ Padua, Dept Stat Sci, Via Cesare Battisti 241, Padua, Italy
关键词
Airbnb; spatial geo-additive quantile regression; hedonic price modelling; heterogeneity; open data; STRUCTURED ADDITIVE REGRESSION; COLLAPSED GIBBS SAMPLERS; SELECTION; SPLINES;
D O I
10.1093/jrsssc/qlad001
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, we study the price determinants of Airbnb rentals, for the case of New York City, by developing a new dataset, which combines attributes of the property and of the related service, with other information available as open data. This dataset is employed within a spatial quantile semiparametric regression model, able to handle the intrinsic heterogeneity of house prices. The results confirm that property and service attributes play a significant role in determining rental prices, while some variables exert a different impact on prices in magnitude and sign, depending on the quantile considered.
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页码:104 / 143
页数:40
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